import imblearn
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import sklearn
from sklearn.tree import DecisionTreeClassifier
from sklearn.decomposition import PCA
from sklearn.feature_selection import VarianceThreshold, SelectPercentile, f_classif, RFE, RFECV
from sklearn.metrics import auc, accuracy_score, classification_report, confusion_matrix, f1_score, precision_score, recall_score, roc_curve, roc_auc_score
from sklearn.model_selection import cross_val_score, GridSearchCV
from sklearn.preprocessing import OneHotEncoder
from sklearn import preprocessing
import pickle
from joblib import dump, load
%matplotlib inline
pd.set_option('display.max_colwidth', -1)
pd.set_option('display.max_columns', 500)
from google.colab import drive
drive.mount('/content/gdrive')
root_path = 'gdrive/My Drive/Colab Notebooks/'
Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3Aietf%3Awg%3Aoauth%3A2.0%3Aoob&scope=email%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdocs.test%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive.photos.readonly%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fpeopleapi.readonly&response_type=code Enter your authorization code: ·········· Mounted at /content/gdrive
#features used to differentiate normal connections from attacks
field_names = pd.read_csv(root_path + "Cyber/Data/Field Names.csv", names=["header", "type"])
added_field_names = pd.DataFrame({"header":["attack", "cnt_correct"],"type":["Nominal", "Count"]})
field_names = field_names.append(added_field_names,sort=False).reset_index().drop("index", axis=1)
#print data header horizontally for easier viewing
field_names1 = field_names.transpose()
field_names1.head()
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| header | duration | protocol_type | service | flag | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | attack | cnt_correct |
| type | Numeric | Nominal | Nominal | Nominal | Numeric | Numeric | Binary | Numeric | Numeric | Numeric | Numeric | Binary | Numeric | Binary | Binary | Numeric | Numeric | Numeric | Numeric | Numeric | Binary | Binary | Numeric | Numeric | Numeric | Numeric | Numeric | Numeric | Numeric | Numeric | Numeric | Numeric | Numeric | Numeric | Numeric | Numeric | Numeric | Numeric | Numeric | Numeric | Numeric | Nominal | Count |
#Combine data file "KDDTrain+.txt" and header file "Field Names.csv"
data = pd.read_csv(root_path + "Cyber/Data/KDDTrain+.txt", names=field_names["header"])
data.head(5)
| duration | protocol_type | service | flag | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | attack | cnt_correct | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | tcp | ftp_data | SF | 491 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 150 | 25 | 0.17 | 0.03 | 0.17 | 0.00 | 0.00 | 0.00 | 0.05 | 0.00 | normal | 20 |
| 1 | 0 | udp | other | SF | 146 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.08 | 0.15 | 0.00 | 255 | 1 | 0.00 | 0.60 | 0.88 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | normal | 15 |
| 2 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 123 | 6 | 1.0 | 1.0 | 0.0 | 0.0 | 0.05 | 0.07 | 0.00 | 255 | 26 | 0.10 | 0.05 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 0.00 | neptune | 19 |
| 3 | 0 | tcp | http | SF | 232 | 8153 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 5 | 0.2 | 0.2 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 30 | 255 | 1.00 | 0.00 | 0.03 | 0.04 | 0.03 | 0.01 | 0.00 | 0.01 | normal | 21 |
| 4 | 0 | tcp | http | SF | 199 | 420 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30 | 32 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.09 | 255 | 255 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | normal | 21 |
#Training Data#
X_train_raw = data.drop(['attack', 'cnt_correct'], axis=1)
Y_train_raw = data[['attack']]
#X_train_raw.head()
print("Train Set shape", X_train_raw.shape)
Train Set shape (125973, 41)
#X_train_raw.head()
print("Train Set shape", Y_train_raw.shape)
Train Set shape (125973, 1)
# Process Training set and test set, converting normal connection to 0, attack to 1.
for i, row in Y_train_raw.iterrows():
#print(row['category'])
if row['attack'] == 'normal':
row['attack'] = 0
else:
row['attack'] = 1
Y_train_raw.head()
| attack | |
|---|---|
| 0 | 0 |
| 1 | 0 |
| 2 | 1 |
| 3 | 0 |
| 4 | 0 |
#Process Test Data
data_test = pd.read_csv(root_path + "Cyber/Data/KDDTest+.txt", names=field_names["header"])
X_test_raw = data_test.drop(['attack', 'cnt_correct'], axis=1)
Y_test_raw = data_test[['attack']]
for i, row in Y_test_raw.iterrows():
#print(row['category'])
if row['attack'] == 'normal':
row['attack'] = 0
else:
row['attack'] = 1
Y_test_raw.head()
| attack | |
|---|---|
| 0 | 1 |
| 1 | 1 |
| 2 | 0 |
| 3 | 1 |
| 4 | 1 |
#print the shape of the datasets
print("XTrain Set shape", X_train_raw.shape)
print("YTrain Set shape", Y_train_raw.shape)
print("XTest Set shape", X_test_raw.shape)
print("YTest Set shape", Y_test_raw.shape)
XTrain Set shape (125973, 41) YTrain Set shape (125973, 1) XTest Set shape (22544, 41) YTest Set shape (22544, 1)
#print columns with categorical data
field_names.loc[field_names['type'] =='Nominal'] ##only 3 symbolic protocol type, service, flag
| header | type | |
|---|---|---|
| 1 | protocol_type | Nominal |
| 2 | service | Nominal |
| 3 | flag | Nominal |
| 41 | attack | Nominal |
cat_columns = ["protocol_type", "service","flag"]
X_train = pd.get_dummies(X_train_raw, prefix_sep="__",
columns=cat_columns)
X_test = pd.get_dummies(X_test_raw, prefix_sep="__",
columns=cat_columns)
print("XTrain Set shape:", X_train.shape)
print("XTest Set shape:", X_test.shape)
XTrain Set shape: (125973, 122) XTest Set shape: (22544, 116)
# Get missing columns in the training test
missing_cols = set(X_train.columns ) - set(X_test.columns )
# Add a missing column in test set with default value equal to 0
for c in missing_cols:
X_test[c] = 0
# Ensure the order of column in the test set is in the same order than in train set
X_test = X_test[X_train.columns]
print("XTrain Set shape:", X_train.shape)
print("XTest Set shape:", X_test.shape)
XTrain Set shape: (125973, 122) XTest Set shape: (22544, 122)
X_train.head()
| duration | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | protocol_type__icmp | protocol_type__tcp | protocol_type__udp | service__IRC | service__X11 | service__Z39_50 | service__aol | service__auth | service__bgp | service__courier | service__csnet_ns | service__ctf | service__daytime | service__discard | service__domain | service__domain_u | service__echo | service__eco_i | service__ecr_i | service__efs | service__exec | service__finger | service__ftp | service__ftp_data | service__gopher | service__harvest | service__hostnames | service__http | service__http_2784 | service__http_443 | service__http_8001 | service__imap4 | service__iso_tsap | service__klogin | service__kshell | service__ldap | service__link | service__login | service__mtp | service__name | service__netbios_dgm | service__netbios_ns | service__netbios_ssn | service__netstat | service__nnsp | service__nntp | service__ntp_u | service__other | service__pm_dump | service__pop_2 | service__pop_3 | service__printer | service__private | service__red_i | service__remote_job | service__rje | service__shell | service__smtp | service__sql_net | service__ssh | service__sunrpc | service__supdup | service__systat | service__telnet | service__tftp_u | service__tim_i | service__time | service__urh_i | service__urp_i | service__uucp | service__uucp_path | service__vmnet | service__whois | flag__OTH | flag__REJ | flag__RSTO | flag__RSTOS0 | flag__RSTR | flag__S0 | flag__S1 | flag__S2 | flag__S3 | flag__SF | flag__SH | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 491 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 150 | 25 | 0.17 | 0.03 | 0.17 | 0.00 | 0.00 | 0.00 | 0.05 | 0.00 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 1 | 0 | 146 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.08 | 0.15 | 0.00 | 255 | 1 | 0.00 | 0.60 | 0.88 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 123 | 6 | 1.0 | 1.0 | 0.0 | 0.0 | 0.05 | 0.07 | 0.00 | 255 | 26 | 0.10 | 0.05 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| 3 | 0 | 232 | 8153 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 5 | 0.2 | 0.2 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 30 | 255 | 1.00 | 0.00 | 0.03 | 0.04 | 0.03 | 0.01 | 0.00 | 0.01 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 4 | 0 | 199 | 420 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30 | 32 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.09 | 255 | 255 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
X_test.head()
| duration | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | protocol_type__icmp | protocol_type__tcp | protocol_type__udp | service__IRC | service__X11 | service__Z39_50 | service__aol | service__auth | service__bgp | service__courier | service__csnet_ns | service__ctf | service__daytime | service__discard | service__domain | service__domain_u | service__echo | service__eco_i | service__ecr_i | service__efs | service__exec | service__finger | service__ftp | service__ftp_data | service__gopher | service__harvest | service__hostnames | service__http | service__http_2784 | service__http_443 | service__http_8001 | service__imap4 | service__iso_tsap | service__klogin | service__kshell | service__ldap | service__link | service__login | service__mtp | service__name | service__netbios_dgm | service__netbios_ns | service__netbios_ssn | service__netstat | service__nnsp | service__nntp | service__ntp_u | service__other | service__pm_dump | service__pop_2 | service__pop_3 | service__printer | service__private | service__red_i | service__remote_job | service__rje | service__shell | service__smtp | service__sql_net | service__ssh | service__sunrpc | service__supdup | service__systat | service__telnet | service__tftp_u | service__tim_i | service__time | service__urh_i | service__urp_i | service__uucp | service__uucp_path | service__vmnet | service__whois | flag__OTH | flag__REJ | flag__RSTO | flag__RSTOS0 | flag__RSTR | flag__S0 | flag__S1 | flag__S2 | flag__S3 | flag__SF | flag__SH | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 229 | 10 | 0.0 | 0.00 | 1.0 | 1.0 | 0.04 | 0.06 | 0.00 | 255 | 10 | 0.04 | 0.06 | 0.00 | 0.00 | 0.0 | 0.0 | 1.00 | 1.00 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 136 | 1 | 0.0 | 0.00 | 1.0 | 1.0 | 0.01 | 0.06 | 0.00 | 255 | 1 | 0.00 | 0.06 | 0.00 | 0.00 | 0.0 | 0.0 | 1.00 | 1.00 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | 2 | 12983 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.0 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 134 | 86 | 0.61 | 0.04 | 0.61 | 0.02 | 0.0 | 0.0 | 0.00 | 0.00 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 3 | 0 | 20 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 65 | 0.0 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 1.00 | 3 | 57 | 1.00 | 0.00 | 1.00 | 0.28 | 0.0 | 0.0 | 0.00 | 0.00 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 4 | 1 | 0 | 15 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 8 | 0.0 | 0.12 | 1.0 | 0.5 | 1.00 | 0.00 | 0.75 | 29 | 86 | 0.31 | 0.17 | 0.03 | 0.02 | 0.0 | 0.0 | 0.83 | 0.71 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
y_train = Y_train_raw.astype('int')
y_test = Y_test_raw.astype('int')
dt = DecisionTreeClassifier(criterion='entropy',random_state=0)
dt.fit(X_train, y_train)
print("Accuracy on training set: {:.3f}".format(dt.score(X_train, y_train)))
print("Accuracy on test set: {:.3f}".format(dt.score(X_test, y_test)))
Accuracy on training set: 1.000 Accuracy on test set: 0.788
#fit the data
y_pred = dt.predict(X_test)
#print report
print(confusion_matrix(y_test, y_pred))
print(classification_report(y_test, y_pred))
[[9351 360]
[4425 8408]]
precision recall f1-score support
0 0.68 0.96 0.80 9711
1 0.96 0.66 0.78 12833
accuracy 0.79 22544
macro avg 0.82 0.81 0.79 22544
weighted avg 0.84 0.79 0.79 22544
X_train.head()
| duration | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | protocol_type__icmp | protocol_type__tcp | protocol_type__udp | service__IRC | service__X11 | service__Z39_50 | service__aol | service__auth | service__bgp | service__courier | service__csnet_ns | service__ctf | service__daytime | service__discard | service__domain | service__domain_u | service__echo | service__eco_i | service__ecr_i | service__efs | service__exec | service__finger | service__ftp | service__ftp_data | service__gopher | service__harvest | service__hostnames | service__http | service__http_2784 | service__http_443 | service__http_8001 | service__imap4 | service__iso_tsap | service__klogin | service__kshell | service__ldap | service__link | service__login | service__mtp | service__name | service__netbios_dgm | service__netbios_ns | service__netbios_ssn | service__netstat | service__nnsp | service__nntp | service__ntp_u | service__other | service__pm_dump | service__pop_2 | service__pop_3 | service__printer | service__private | service__red_i | service__remote_job | service__rje | service__shell | service__smtp | service__sql_net | service__ssh | service__sunrpc | service__supdup | service__systat | service__telnet | service__tftp_u | service__tim_i | service__time | service__urh_i | service__urp_i | service__uucp | service__uucp_path | service__vmnet | service__whois | flag__OTH | flag__REJ | flag__RSTO | flag__RSTOS0 | flag__RSTR | flag__S0 | flag__S1 | flag__S2 | flag__S3 | flag__SF | flag__SH | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 491 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 150 | 25 | 0.17 | 0.03 | 0.17 | 0.00 | 0.00 | 0.00 | 0.05 | 0.00 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 1 | 0 | 146 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.08 | 0.15 | 0.00 | 255 | 1 | 0.00 | 0.60 | 0.88 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 123 | 6 | 1.0 | 1.0 | 0.0 | 0.0 | 0.05 | 0.07 | 0.00 | 255 | 26 | 0.10 | 0.05 | 0.00 | 0.00 | 1.00 | 1.00 | 0.00 | 0.00 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| 3 | 0 | 232 | 8153 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 5 | 0.2 | 0.2 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 30 | 255 | 1.00 | 0.00 | 0.03 | 0.04 | 0.03 | 0.01 | 0.00 | 0.01 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 4 | 0 | 199 | 420 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30 | 32 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.09 | 255 | 255 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
# Replace the following columns with the log of themselves
'''If you have variables that always get positive numbers, such as lenght, weight, etc., and that showes
much more variation with higher values (heteroscedasticity), a log-normal distribution (i.e., normal after
log-transformation) might be a clearly better description of the data than a normal distribution.
Log-transforming that kind of variables makes the distributions more normally distributed, stabilizes the variances,
but also makes your model multiplative on the raw scale instead of additive. '''
log_cols = ["duration", "src_bytes", "dst_bytes", "hot", "num_failed_logins", "num_compromised", "num_root", "num_file_creations",
"num_shells", "num_access_files"]
dataframe = X_train
for log_col in log_cols:
if log_col in dataframe.columns:
print("Processing column: %s" %(log_col))
dataframe[log_col] = dataframe[log_col].map(lambda x: max(np.log(x), 0))
else:
pass
Processing column: duration
/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:15: RuntimeWarning: divide by zero encountered in log from ipykernel import kernelapp as app
Processing column: src_bytes Processing column: dst_bytes Processing column: hot Processing column: num_failed_logins Processing column: num_compromised Processing column: num_root Processing column: num_file_creations Processing column: num_shells Processing column: num_access_files
#Normalize columns with numeric data (binary data is not normalized)
numeric_cols = list(field_names["header"][field_names["type"] == "Numeric"])
numeric_cols.remove("num_outbound_cmds")
print(numeric_cols)
['duration', 'src_bytes', 'dst_bytes', 'wrong_fragment', 'urgent', 'hot', 'num_failed_logins', 'num_compromised', 'num_root', 'num_file_creations', 'num_shells', 'num_access_files', 'count', 'srv_count', 'serror_rate', 'srv_serror_rate', 'rerror_rate', 'srv_rerror_rate', 'same_srv_rate', 'diff_srv_rate', 'srv_diff_host_rate', 'dst_host_count', 'dst_host_srv_count', 'dst_host_same_srv_rate', 'dst_host_diff_srv_rate', 'dst_host_same_src_port_rate', 'dst_host_srv_diff_host_rate', 'dst_host_serror_rate', 'dst_host_srv_serror_rate', 'dst_host_rerror_rate', 'dst_host_srv_rerror_rate']
#normalize these columns
X_train_norm = dataframe
norm_type = "mean-std"
for numeric_col in numeric_cols:
print("Processing column: %s" %(numeric_col))
tr_values = X_train_norm[numeric_col]
if norm_type == "min-max":
X_train_norm[numeric_col] = (tr_values - np.min(tr_values))/(np.max(tr_values) - np.min(tr_values))
X_train_norm[numeric_col] = X_train_norm[numeric_col].astype("float64")
elif norm_type == "mean-std":
X_train_norm[numeric_col] = (tr_values - np.min(tr_values))/np.std(tr_values)
X_train_norm[numeric_col] = X_train_norm[numeric_col].astype("float64")
else:
pass
Processing column: duration Processing column: src_bytes Processing column: dst_bytes Processing column: wrong_fragment Processing column: urgent Processing column: hot Processing column: num_failed_logins Processing column: num_compromised Processing column: num_root Processing column: num_file_creations Processing column: num_shells Processing column: num_access_files Processing column: count Processing column: srv_count Processing column: serror_rate Processing column: srv_serror_rate Processing column: rerror_rate Processing column: srv_rerror_rate Processing column: same_srv_rate Processing column: diff_srv_rate Processing column: srv_diff_host_rate Processing column: dst_host_count Processing column: dst_host_srv_count Processing column: dst_host_same_srv_rate Processing column: dst_host_diff_srv_rate Processing column: dst_host_same_src_port_rate Processing column: dst_host_srv_diff_host_rate Processing column: dst_host_serror_rate Processing column: dst_host_srv_serror_rate Processing column: dst_host_rerror_rate Processing column: dst_host_srv_rerror_rate
X_train_norm.head(5)
| duration | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | protocol_type__icmp | protocol_type__tcp | protocol_type__udp | service__IRC | service__X11 | service__Z39_50 | service__aol | service__auth | service__bgp | service__courier | service__csnet_ns | service__ctf | service__daytime | service__discard | service__domain | service__domain_u | service__echo | service__eco_i | service__ecr_i | service__efs | service__exec | service__finger | service__ftp | service__ftp_data | service__gopher | service__harvest | service__hostnames | service__http | service__http_2784 | service__http_443 | service__http_8001 | service__imap4 | service__iso_tsap | service__klogin | service__kshell | service__ldap | service__link | service__login | service__mtp | service__name | service__netbios_dgm | service__netbios_ns | service__netbios_ssn | service__netstat | service__nnsp | service__nntp | service__ntp_u | service__other | service__pm_dump | service__pop_2 | service__pop_3 | service__printer | service__private | service__red_i | service__remote_job | service__rje | service__shell | service__smtp | service__sql_net | service__ssh | service__sunrpc | service__supdup | service__systat | service__telnet | service__tftp_u | service__tim_i | service__time | service__urh_i | service__urp_i | service__uucp | service__uucp_path | service__vmnet | service__whois | flag__OTH | flag__REJ | flag__RSTO | flag__RSTOS0 | flag__RSTR | flag__S0 | flag__S1 | flag__S2 | flag__S3 | flag__SF | flag__SH | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.0 | 2.068858 | 0.000000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0 | 0.017466 | 0.027535 | 0.000000 | 0.000000 | 0.0 | 0.0 | 2.274686 | 0.000000 | 0.000000 | 1.512008 | 0.225831 | 0.378663 | 0.158796 | 0.550169 | 0.000000 | 0.000000 | 0.000000 | 0.163102 | 0.000000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 1 | 0.0 | 1.663918 | 0.000000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0 | 0.113529 | 0.013767 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.181975 | 0.831884 | 0.000000 | 2.570414 | 0.009033 | 0.000000 | 3.175930 | 2.847934 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 2 | 0.0 | 0.000000 | 0.000000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0 | 1.074159 | 0.082604 | 2.239873 | 2.237033 | 0.0 | 0.0 | 0.113734 | 0.388212 | 0.000000 | 2.570414 | 0.234864 | 0.222743 | 0.264661 | 0.000000 | 0.000000 | 2.248291 | 2.243826 | 0.000000 | 0.000000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| 3 | 0.0 | 1.818547 | 2.537965 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0 | 0.043665 | 0.068837 | 0.447975 | 0.447407 | 0.0 | 0.0 | 2.274686 | 0.000000 | 0.000000 | 0.302402 | 2.303475 | 2.227432 | 0.000000 | 0.097089 | 0.355355 | 0.067449 | 0.022438 | 0.000000 | 0.031303 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 4 | 0.0 | 1.767319 | 1.702167 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0 | 0.261990 | 0.440556 | 0.000000 | 0.000000 | 0.0 | 0.0 | 2.274686 | 0.000000 | 0.346381 | 2.570414 | 2.303475 | 2.227432 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
# Replace the following columns with the log of themselves because they have very big range
dataframe_test = X_test
for log_col in log_cols:
if log_col in dataframe_test.columns:
print("Processing column: %s" %(log_col))
dataframe_test[log_col] = dataframe_test[log_col].map(lambda x: max(np.log(x), 0))
else:
pass
Processing column: duration
/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:6: RuntimeWarning: divide by zero encountered in log
Processing column: src_bytes Processing column: dst_bytes Processing column: hot Processing column: num_failed_logins Processing column: num_compromised Processing column: num_root Processing column: num_file_creations Processing column: num_shells Processing column: num_access_files
#normalize these columns
X_test_norm = dataframe_test
#normalisation
for numeric_col in numeric_cols:
print("Processing column: %s" %(numeric_col))
values_test = X_test_norm[numeric_col]
if norm_type == "min-max":
X_test_norm[numeric_col] = (values_test - np.min(values_test))/(np.max(values_test) - np.min(values_test))
X_test_norm[numeric_col] = X_test_norm[numeric_col].astype("float64")
elif norm_type == "mean-std":
X_test_norm[numeric_col] = (values_test - np.min(values_test))/np.std(values_test)
X_test_norm[numeric_col] = X_test_norm[numeric_col].astype("float64")
else:
pass
Processing column: duration Processing column: src_bytes Processing column: dst_bytes Processing column: wrong_fragment Processing column: urgent Processing column: hot Processing column: num_failed_logins Processing column: num_compromised Processing column: num_root Processing column: num_file_creations Processing column: num_shells Processing column: num_access_files Processing column: count Processing column: srv_count Processing column: serror_rate Processing column: srv_serror_rate Processing column: rerror_rate Processing column: srv_rerror_rate Processing column: same_srv_rate Processing column: diff_srv_rate Processing column: srv_diff_host_rate Processing column: dst_host_count Processing column: dst_host_srv_count Processing column: dst_host_same_srv_rate Processing column: dst_host_diff_srv_rate Processing column: dst_host_same_src_port_rate Processing column: dst_host_srv_diff_host_rate Processing column: dst_host_serror_rate Processing column: dst_host_srv_serror_rate Processing column: dst_host_rerror_rate Processing column: dst_host_srv_rerror_rate
X_test_norm.head()
| duration | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | protocol_type__icmp | protocol_type__tcp | protocol_type__udp | service__IRC | service__X11 | service__Z39_50 | service__aol | service__auth | service__bgp | service__courier | service__csnet_ns | service__ctf | service__daytime | service__discard | service__domain | service__domain_u | service__echo | service__eco_i | service__ecr_i | service__efs | service__exec | service__finger | service__ftp | service__ftp_data | service__gopher | service__harvest | service__hostnames | service__http | service__http_2784 | service__http_443 | service__http_8001 | service__imap4 | service__iso_tsap | service__klogin | service__kshell | service__ldap | service__link | service__login | service__mtp | service__name | service__netbios_dgm | service__netbios_ns | service__netbios_ssn | service__netstat | service__nnsp | service__nntp | service__ntp_u | service__other | service__pm_dump | service__pop_2 | service__pop_3 | service__printer | service__private | service__red_i | service__remote_job | service__rje | service__shell | service__smtp | service__sql_net | service__ssh | service__sunrpc | service__supdup | service__systat | service__telnet | service__tftp_u | service__tim_i | service__time | service__urh_i | service__urp_i | service__uucp | service__uucp_path | service__vmnet | service__whois | flag__OTH | flag__REJ | flag__RSTO | flag__RSTOS0 | flag__RSTR | flag__S0 | flag__S1 | flag__S2 | flag__S3 | flag__SF | flag__SH | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000000 | 0.000000 | 0.000000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0 | 1.781597 | 0.112283 | 0.0 | 0.000000 | 2.40322 | 2.402658 | 0.096973 | 0.231542 | 0.000000 | 2.711797 | 0.089460 | 0.091811 | 0.271848 | 0.000000 | 0.000000 | 0.0 | 0.0 | 2.582510 | 2.494599 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 1 | 0.000000 | 0.000000 | 0.000000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0 | 1.058066 | 0.011228 | 0.0 | 0.000000 | 2.40322 | 2.402658 | 0.024243 | 0.231542 | 0.000000 | 2.711797 | 0.008946 | 0.000000 | 0.271848 | 0.000000 | 0.000000 | 0.0 | 0.0 | 2.582510 | 2.494599 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | 0.358104 | 2.982939 | 0.000000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0 | 0.007780 | 0.011228 | 0.0 | 0.000000 | 0.00000 | 0.000000 | 2.424320 | 0.000000 | 0.000000 | 1.425023 | 0.769358 | 1.400115 | 0.181232 | 1.991762 | 0.234214 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 3 | 0.000000 | 0.943481 | 0.000000 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0 | 0.007780 | 0.729840 | 0.0 | 0.000000 | 0.00000 | 0.000000 | 2.424320 | 0.000000 | 3.944156 | 0.031903 | 0.509923 | 2.295271 | 0.000000 | 3.265184 | 3.278996 | 0.0 | 0.0 | 0.000000 | 0.000000 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 4 | 0.000000 | 0.000000 | 0.788089 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0.0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | 0 | 0 | 0.007780 | 0.089827 | 0.0 | 0.402246 | 2.40322 | 1.201329 | 2.424320 | 0.000000 | 2.958117 | 0.308400 | 0.769358 | 0.711534 | 0.770235 | 0.097956 | 0.234214 | 0.0 | 0.0 | 2.143483 | 1.771165 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
print("XTrain Set shape:",X_train_norm.shape)
print("XTest Set shape:", X_test_norm.shape)
XTrain Set shape: (125973, 122) XTest Set shape: (22544, 122)
dt_norm = DecisionTreeClassifier(criterion='entropy',random_state=0)
dt_norm.fit(X_train_norm, y_train)
print("Accuracy on normalized training set: {:.3f}".format(dt_norm.score(X_train_norm, y_train)))
print("Accuracy on normalized test set: {:.3f}".format(dt_norm.score(X_test_norm, y_test)))
Accuracy on normalized training set: 1.000 Accuracy on normalized test set: 0.783
#fit the data
y_pred_norm = dt_norm.predict(X_test_norm)
#print report
print(confusion_matrix(y_test, y_pred_norm))
print(classification_report(y_test, y_pred_norm))
[[9261 450]
[4432 8401]]
precision recall f1-score support
0 0.68 0.95 0.79 9711
1 0.95 0.65 0.77 12833
accuracy 0.78 22544
macro avg 0.81 0.80 0.78 22544
weighted avg 0.83 0.78 0.78 22544
# Create VarianceThreshold object with a variance with a threshold of 0.5
thresholder = VarianceThreshold(threshold=.90)
# Conduct variance thresholding
X_train_var = thresholder.fit_transform(X_train_norm)
X_test_var = thresholder.fit_transform(X_test_norm)
print("XTrain Set shape:",X_train_var.shape)
print("XTest Set shape:", X_test_var.shape)
XTrain Set shape: (125973, 31) XTest Set shape: (22544, 31)
dt_var = DecisionTreeClassifier(criterion='entropy',random_state=0)
dt_var.fit(X_train_var, y_train)
print("Accuracy on normalized training set: {:.3f}".format(dt_var.score(X_train_var, y_train)))
print("Accuracy on normalized test set: {:.3f}".format(dt_var.score(X_test_var, y_test)))
Accuracy on normalized training set: 1.000 Accuracy on normalized test set: 0.789
#fit the data
y_pred_var = dt_var.predict(X_test_var)
#print report
print(confusion_matrix(y_test, y_pred_var))
print(classification_report(y_test, y_pred_var))
[[9428 283]
[4479 8354]]
precision recall f1-score support
0 0.68 0.97 0.80 9711
1 0.97 0.65 0.78 12833
accuracy 0.79 22544
macro avg 0.82 0.81 0.79 22544
weighted avg 0.84 0.79 0.79 22544
#Set how floating-point errors are handled.
np.seterr(divide='ignore', invalid='ignore');
selector = SelectPercentile(f_classif, percentile=10)
selector = selector.fit(X_train_norm, y_train.values.ravel())
/usr/local/lib/python3.6/dist-packages/sklearn/feature_selection/univariate_selection.py:114: UserWarning: Features [16] are constant. UserWarning)
X_train_f = list(X_train_norm.columns[selector.get_support(indices=True)])
X_train_f
['src_bytes', 'dst_bytes', 'logged_in', 'count', 'serror_rate', 'srv_serror_rate', 'same_srv_rate', 'dst_host_srv_count', 'dst_host_same_srv_rate', 'dst_host_serror_rate', 'dst_host_srv_serror_rate', 'flag__S0', 'flag__SF']
dt_f = DecisionTreeClassifier(criterion='entropy',random_state=0)
dt_f.fit(X_train_norm[X_train_f], y_train)
print("Accuracy on normalized training set: {:.3f}".format(dt_f.score(X_train_norm[X_train_f], y_train)))
print("Accuracy on normalized test set: {:.3f}".format(dt_f.score(X_test_norm[X_train_f], y_test)))
Accuracy on normalized training set: 1.000 Accuracy on normalized test set: 0.776
#fit the data
y_pred_f = dt_f.predict(X_test_norm[X_train_f])
#print report
print(confusion_matrix(y_test, y_pred_f))
print(classification_report(y_test, y_pred_f))
[[9374 337]
[4706 8127]]
precision recall f1-score support
0 0.67 0.97 0.79 9711
1 0.96 0.63 0.76 12833
accuracy 0.78 22544
macro avg 0.81 0.80 0.78 22544
weighted avg 0.83 0.78 0.77 22544
Feature ranking with recursive feature elimination.
dt_rfe = RFE(estimator=DecisionTreeClassifier(random_state=0), n_features_to_select=15, step=1)
dt_rfe.fit(X_train_norm, y_train.values.ravel())
RFE(estimator=DecisionTreeClassifier(class_weight=None, criterion='gini',
max_depth=None, max_features=None,
max_leaf_nodes=None,
min_impurity_decrease=0.0,
min_impurity_split=None,
min_samples_leaf=1, min_samples_split=2,
min_weight_fraction_leaf=0.0,
presort=False, random_state=0,
splitter='best'),
n_features_to_select=15, step=1, verbose=0)
rfe_features = list(X_train.columns[dt_rfe.get_support(indices=True)])
rfe_features
['duration', 'src_bytes', 'dst_bytes', 'hot', 'logged_in', 'rerror_rate', 'dst_host_same_srv_rate', 'dst_host_same_src_port_rate', 'dst_host_srv_diff_host_rate', 'dst_host_serror_rate', 'dst_host_rerror_rate', 'service__ecr_i', 'service__ftp_data', 'service__http', 'service__private']
print("Accuracy on normalized training set: {:.3f}".format(dt_rfe.score(X_train_norm, y_train)))
print("Accuracy on normalized test set: {:.3f}".format(dt_rfe.score(X_test_norm, y_test)))
Accuracy on normalized training set: 1.000 Accuracy on normalized test set: 0.826
#predict the data
y_pred_rfe = dt_rfe.predict(X_test_norm)
#print report
print(confusion_matrix(y_test, y_pred_rfe))
print(classification_report(y_test, y_pred_rfe))
[[8681 1030]
[2894 9939]]
precision recall f1-score support
0 0.75 0.89 0.82 9711
1 0.91 0.77 0.84 12833
accuracy 0.83 22544
macro avg 0.83 0.83 0.83 22544
weighted avg 0.84 0.83 0.83 22544
# correlation matrix (before stdze)
corm = X_train_norm.corr()
print('Corelation Matrix:\n',corm)
Corelation Matrix:
duration src_bytes dst_bytes land wrong_fragment \
duration 1.000000 0.079578 0.076595 -0.002965 -0.018832
src_bytes 0.079578 1.000000 0.703414 -0.015090 0.011926
dst_bytes 0.076595 0.703414 1.000000 -0.012235 -0.077538
land -0.002965 -0.015090 -0.012235 1.000000 -0.001261
wrong_fragment -0.018832 0.011926 -0.077538 -0.001261 1.000000
urgent 0.029815 0.007628 0.015093 -0.000109 -0.000692
hot 0.152718 0.164338 0.153468 -0.001604 -0.010185
num_failed_logins 0.037317 0.009299 0.016417 -0.000161 -0.001020
logged_in -0.022572 0.760979 0.817211 -0.011402 -0.072418
num_compromised 0.175583 0.040513 0.078751 -0.000524 -0.003328
root_shell 0.097110 0.035579 0.072479 -0.000516 -0.003280
su_attempted 0.123021 0.027504 0.056842 -0.000344 -0.002187
num_root 0.112875 0.051592 0.033188 -0.000648 -0.004115
num_file_creations 0.138779 0.047012 0.051581 -0.000409 -0.002598
num_shells 0.020396 0.005689 0.009097 -0.000089 -0.000564
num_access_files 0.095510 0.025111 0.040844 -0.000277 -0.001757
num_outbound_cmds NaN NaN NaN NaN NaN
is_host_login 0.006989 0.001903 0.004664 -0.000040 -0.000252
is_guest_login 0.163248 0.111500 0.125166 -0.001374 -0.008728
count -0.147659 -0.466580 -0.497102 -0.009837 -0.020819
srv_count -0.075337 0.155151 -0.049111 -0.005031 0.024457
serror_rate -0.131999 -0.656535 -0.530381 0.021734 -0.043316
srv_serror_rate -0.131536 -0.655029 -0.527152 0.022614 -0.056549
rerror_rate 0.127778 -0.378515 -0.304443 -0.004096 -0.033052
srv_rerror_rate 0.127156 -0.371869 -0.298463 -0.005275 -0.033507
same_srv_rate 0.125614 0.758159 0.640898 0.008739 0.054759
diff_srv_rate 0.014205 -0.218789 -0.231197 -0.001551 -0.026638
srv_diff_host_rate -0.042152 0.165185 0.094739 0.038102 -0.026247
dst_host_count 0.035403 -0.364206 -0.324894 -0.025499 0.041056
dst_host_srv_count -0.165347 0.604512 0.738407 -0.014159 -0.045240
... ... ... ... ... ...
service__remote_job -0.002893 -0.026660 -0.021617 -0.000351 -0.002227
service__rje -0.003268 -0.027994 -0.022699 -0.000368 -0.002339
service__shell 0.000200 -0.020577 -0.019187 -0.000320 -0.002033
service__smtp 0.017093 0.301912 0.174791 -0.003498 -0.022215
service__sql_net -0.007834 -0.047280 -0.038336 -0.000622 -0.003950
service__ssh -0.006687 -0.051361 -0.039757 -0.000701 -0.004452
service__sunrpc -0.009812 -0.058732 -0.047833 -0.000776 -0.004929
service__supdup -0.012855 -0.070536 -0.057193 -0.000928 -0.005893
service__systat -0.011898 -0.066032 -0.053541 -0.000869 -0.005517
service__telnet 0.155106 -0.042051 0.021681 0.002219 -0.012346
service__tftp_u -0.001027 -0.005227 -0.004238 -0.000069 -0.000437
service__tim_i -0.001677 0.007714 -0.006921 -0.000112 -0.000713
service__time -0.010725 -0.077175 -0.059407 -0.001018 -0.006465
service__urh_i -0.001875 0.001366 -0.007738 -0.000126 -0.000797
service__urp_i -0.014583 0.037179 -0.060179 -0.000976 -0.006201
service__uucp -0.015743 -0.084359 -0.068460 -0.001112 -0.007063
service__uucp_path -0.014581 -0.079428 -0.064403 -0.001045 -0.006636
service__vmnet -0.013847 -0.075141 -0.060928 -0.000988 -0.006278
service__whois -0.014605 -0.079659 -0.064591 -0.001048 -0.006656
flag__OTH -0.004022 -0.016707 -0.009900 -0.000269 -0.001710
flag__REJ -0.064505 -0.335120 -0.271728 -0.004408 -0.027999
flag__RSTO -0.005816 -0.105012 -0.079745 -0.001579 -0.010027
flag__RSTOS0 0.014066 -0.021261 -0.024843 -0.000403 -0.002560
flag__RSTR 0.434367 -0.111107 -0.087721 -0.001972 -0.012526
flag__S0 -0.130147 -0.662250 -0.537081 0.022781 -0.055342
flag__S1 -0.011344 0.048559 0.059948 -0.000759 -0.004824
flag__S2 0.003687 0.027261 0.012499 -0.000448 -0.002843
flag__S3 0.010986 0.025419 0.010284 -0.000278 -0.001765
flag__SF 0.036699 0.851260 0.687532 -0.017074 0.073840
flag__SH -0.009771 -0.049731 -0.040323 -0.000654 -0.004155
urgent hot num_failed_logins logged_in \
duration 0.029815 0.152718 0.037317 -0.022572
src_bytes 0.007628 0.164338 0.009299 0.760979
dst_bytes 0.015093 0.153468 0.016417 0.817211
land -0.000109 -0.001604 -0.000161 -0.011402
wrong_fragment -0.000692 -0.010185 -0.001020 -0.072418
urgent 1.000000 -0.000880 0.125616 0.007299
hot -0.000880 1.000000 -0.001297 0.139751
num_failed_logins 0.125616 -0.001297 1.000000 0.003475
logged_in 0.007299 0.139751 0.003475 1.000000
num_compromised 0.119116 0.014009 0.070537 0.045955
root_shell 0.075199 0.025874 0.031466 0.045290
su_attempted 0.097710 0.001109 0.061410 0.030196
num_root 0.104150 0.002578 0.053319 0.056822
num_file_creations 0.034349 0.028821 0.039770 0.035720
num_shells -0.000049 0.018399 -0.000072 0.007785
num_access_files -0.000152 0.000594 -0.000224 0.024263
num_outbound_cmds NaN NaN NaN NaN
is_host_login -0.000022 -0.000321 -0.000032 0.003482
is_guest_login -0.000754 0.918311 0.008234 0.119678
count -0.005615 -0.082145 -0.008265 -0.539754
srv_count -0.002848 -0.040993 -0.004196 -0.199744
serror_rate -0.004929 -0.069626 -0.006252 -0.491925
srv_serror_rate -0.004889 -0.069355 -0.007203 -0.490167
rerror_rate -0.002896 -0.037654 0.001608 -0.287514
srv_rerror_rate -0.002897 -0.034811 0.001549 -0.283532
same_srv_rate 0.005967 0.083475 0.007764 0.600536
diff_srv_rate -0.002705 -0.021132 0.001022 -0.221323
srv_diff_host_rate -0.002898 -0.026047 -0.004269 0.131074
dst_host_count -0.006941 -0.021957 -0.005822 -0.401084
dst_host_srv_count -0.007897 -0.054255 -0.010117 0.624365
... ... ... ... ...
service__remote_job -0.000193 -0.002833 -0.000284 -0.020143
service__rje -0.000202 -0.002975 -0.000298 -0.021152
service__shell -0.000176 -0.002586 -0.000259 -0.016958
service__smtp -0.001920 -0.026690 -0.002830 0.280872
service__sql_net -0.000341 -0.005024 -0.000503 -0.035724
service__ssh -0.000385 -0.005662 -0.000567 -0.035353
service__sunrpc -0.000426 -0.006269 -0.000628 -0.044573
service__supdup -0.000509 -0.007496 -0.000751 -0.053295
service__systat -0.000477 -0.007017 -0.000703 -0.049892
service__telnet 0.043828 -0.003155 0.075947 -0.011531
service__tftp_u -0.000038 -0.000555 -0.000056 -0.003949
service__tim_i -0.000062 -0.000907 -0.000091 -0.006449
service__time -0.000559 -0.008222 -0.000823 -0.057784
service__urh_i -0.000069 -0.001014 -0.000102 -0.007211
service__urp_i -0.000536 -0.007887 -0.000790 -0.056078
service__uucp -0.000611 -0.008984 -0.000900 -0.063256
service__uucp_path -0.000574 -0.008440 -0.000845 -0.060014
service__vmnet -0.000543 -0.007985 -0.000800 -0.056775
service__whois -0.000575 -0.008465 -0.000848 -0.060189
flag__OTH -0.000148 0.006769 -0.000218 -0.012918
flag__REJ -0.002421 -0.035612 -0.003566 -0.253209
flag__RSTO -0.000867 -0.009321 0.011655 -0.070580
flag__RSTOS0 -0.000221 -0.003256 -0.000326 -0.023150
flag__RSTR -0.001083 -0.010221 0.001693 -0.093418
flag__S0 -0.004784 -0.070388 -0.007049 -0.500442
flag__S1 -0.000417 0.000116 -0.000614 0.052719
flag__S2 -0.000246 0.023145 -0.000362 0.033628
flag__S3 -0.000153 0.001043 -0.000225 0.019436
flag__SF 0.006383 0.088649 0.005570 0.641738
flag__SH -0.000359 -0.005285 -0.000529 -0.037575
num_compromised root_shell su_attempted num_root \
duration 0.175583 0.097110 0.123021 0.112875
src_bytes 0.040513 0.035579 0.027504 0.051592
dst_bytes 0.078751 0.072479 0.056842 0.033188
land -0.000524 -0.000516 -0.000344 -0.000648
wrong_fragment -0.003328 -0.003280 -0.002187 -0.004115
urgent 0.119116 0.075199 0.097710 0.104150
hot 0.014009 0.025874 0.001109 0.002578
num_failed_logins 0.070537 0.031466 0.061410 0.053319
logged_in 0.045955 0.045290 0.030196 0.056822
num_compromised 1.000000 0.556421 0.829692 0.791785
root_shell 0.556421 1.000000 0.609083 0.503078
su_attempted 0.829692 0.609083 1.000000 0.759221
num_root 0.791785 0.503078 0.759221 1.000000
num_file_creations 0.120169 0.097784 0.067010 0.092156
num_shells 0.052325 0.137468 -0.000154 0.048748
num_access_files 0.603952 0.385079 0.608358 0.545117
num_outbound_cmds NaN NaN NaN NaN
is_host_login 0.044354 -0.000103 -0.000069 0.039496
is_guest_login -0.003627 -0.003575 -0.002383 -0.004485
count -0.026385 -0.025630 -0.017729 -0.033084
srv_count -0.013618 -0.011892 -0.008990 -0.016795
serror_rate -0.016447 -0.018220 -0.007302 -0.022944
srv_serror_rate -0.017211 -0.017796 -0.006790 -0.023006
rerror_rate -0.009453 -0.008983 -0.005856 -0.014232
srv_rerror_rate -0.009646 -0.009368 -0.006434 -0.014550
same_srv_rate 0.027330 0.027652 0.018448 0.032942
diff_srv_rate -0.011969 -0.009810 -0.006595 -0.006174
srv_diff_host_rate -0.013802 -0.012126 -0.009153 -0.012533
dst_host_count -0.016317 -0.029885 -0.013014 -0.029532
dst_host_srv_count -0.030042 -0.006491 -0.021037 -0.032075
... ... ... ... ...
service__remote_job -0.000926 -0.000912 -0.000608 -0.001145
service__rje -0.000972 -0.000958 -0.000639 -0.001202
service__shell -0.000845 -0.000833 -0.000555 0.001915
service__smtp -0.009233 -0.009099 -0.005315 -0.011272
service__sql_net -0.001642 -0.001618 -0.001079 -0.002030
service__ssh -0.001850 -0.001823 -0.001216 -0.002288
service__sunrpc -0.002048 -0.002019 -0.001346 -0.002533
service__supdup -0.002449 -0.002414 -0.001609 -0.003028
service__systat -0.002293 -0.002260 -0.001507 -0.002835
service__telnet 0.259488 0.161539 0.175823 0.159280
service__tftp_u -0.000181 -0.000179 -0.000119 -0.000224
service__tim_i -0.000296 -0.000292 -0.000195 -0.000366
service__time -0.002687 -0.002648 -0.001765 -0.003322
service__urh_i -0.000331 -0.000327 -0.000218 -0.000410
service__urp_i -0.002577 -0.002540 -0.001693 -0.003186
service__uucp -0.002936 -0.002893 -0.001929 -0.003630
service__uucp_path -0.002758 -0.002718 -0.001812 -0.003410
service__vmnet -0.002609 -0.002571 -0.001714 -0.003226
service__whois -0.002766 -0.002726 -0.001817 -0.003420
flag__OTH -0.000711 -0.000701 -0.000467 -0.000879
flag__REJ -0.011636 -0.011468 -0.007646 -0.014388
flag__RSTO 0.001339 -0.002147 0.002028 0.000282
flag__RSTOS0 -0.001064 -0.001048 -0.000699 -0.001315
flag__RSTR 0.000443 0.002768 -0.000860 -0.004284
flag__S0 -0.023000 -0.022667 -0.015112 -0.028438
flag__S1 0.048495 0.046443 0.070639 0.044258
flag__S2 -0.001181 -0.001164 -0.000776 0.001896
flag__S3 0.004210 -0.000723 -0.000482 0.003499
flag__SF 0.022138 0.022291 0.010495 0.030605
flag__SH -0.001727 -0.001702 -0.001135 -0.002135
num_file_creations num_shells num_access_files \
duration 0.138779 0.020396 0.095510
src_bytes 0.047012 0.005689 0.025111
dst_bytes 0.051581 0.009097 0.040844
land -0.000409 -0.000089 -0.000277
wrong_fragment -0.002598 -0.000564 -0.001757
urgent 0.034349 -0.000049 -0.000152
hot 0.028821 0.018399 0.000594
num_failed_logins 0.039770 -0.000072 -0.000224
logged_in 0.035720 0.007785 0.024263
num_compromised 0.120169 0.052325 0.603952
root_shell 0.097784 0.137468 0.385079
su_attempted 0.067010 -0.000154 0.608358
num_root 0.092156 0.048748 0.545117
num_file_creations 1.000000 0.128177 0.059206
num_shells 0.128177 1.000000 -0.000124
num_access_files 0.059206 -0.000124 1.000000
num_outbound_cmds NaN NaN NaN
is_host_login -0.000082 -0.000018 -0.000055
is_guest_login 0.001541 -0.000614 -0.001915
count -0.020690 -0.004573 -0.014249
srv_count -0.010575 -0.002319 -0.007185
serror_rate -0.010517 -0.004015 -0.012042
srv_serror_rate -0.011031 -0.003981 -0.011939
rerror_rate -0.007543 -0.002359 -0.006697
srv_rerror_rate -0.007820 -0.002359 -0.006705
same_srv_rate 0.021089 0.004859 0.014906
diff_srv_rate -0.008860 -0.002203 -0.005704
srv_diff_host_rate -0.009543 -0.002360 0.000707
dst_host_count -0.002955 -0.010806 -0.011731
dst_host_srv_count -0.022879 -0.006354 -0.013322
... ... ... ...
service__remote_job -0.000723 -0.000157 -0.000489
service__rje -0.000759 -0.000165 -0.000513
service__shell -0.000660 -0.000143 -0.000446
service__smtp -0.004193 -0.001564 0.013041
service__sql_net -0.001282 -0.000278 -0.000867
service__ssh -0.001445 -0.000313 -0.000977
service__sunrpc -0.001599 -0.000347 -0.001081
service__supdup -0.001912 -0.000415 -0.001293
service__systat -0.001790 -0.000388 -0.001211
service__telnet 0.188248 0.045666 0.111375
service__tftp_u -0.000142 -0.000031 -0.000096
service__tim_i -0.000231 -0.000050 -0.000156
service__time -0.002098 -0.000455 -0.001418
service__urh_i -0.000259 -0.000056 -0.000175
service__urp_i -0.002012 -0.000437 -0.001361
service__uucp -0.002292 -0.000497 -0.001550
service__uucp_path -0.002153 -0.000467 -0.001456
service__vmnet -0.002037 -0.000442 -0.001378
service__whois -0.002160 -0.000469 -0.001460
flag__OTH -0.000555 -0.000120 -0.000375
flag__REJ -0.009085 -0.001971 -0.006144
flag__RSTO 0.002840 -0.000706 -0.000307
flag__RSTOS0 -0.000831 -0.000180 -0.000562
flag__RSTR -0.001782 -0.000882 -0.002749
flag__S0 -0.017957 -0.003896 -0.012143
flag__S1 0.054075 -0.000340 0.002839
flag__S2 -0.000922 -0.000200 -0.000624
flag__S3 0.013671 -0.000124 -0.000387
flag__SF 0.015283 0.005199 0.015348
flag__SH -0.001348 -0.000293 -0.000912
num_outbound_cmds is_host_login is_guest_login \
duration NaN 0.006989 0.163248
src_bytes NaN 0.001903 0.111500
dst_bytes NaN 0.004664 0.125166
land NaN -0.000040 -0.001374
wrong_fragment NaN -0.000252 -0.008728
urgent NaN -0.000022 -0.000754
hot NaN -0.000321 0.918311
num_failed_logins NaN -0.000032 0.008234
logged_in NaN 0.003482 0.119678
num_compromised NaN 0.044354 -0.003627
root_shell NaN -0.000103 -0.003575
su_attempted NaN -0.000069 -0.002383
num_root NaN 0.039496 -0.004485
num_file_creations NaN -0.000082 0.001541
num_shells NaN -0.000018 -0.000614
num_access_files NaN -0.000055 -0.001915
num_outbound_cmds NaN NaN NaN
is_host_login NaN 1.000000 -0.000275
is_guest_login NaN -0.000275 1.000000
count NaN -0.002045 -0.070729
srv_count NaN -0.001037 -0.035870
serror_rate NaN -0.001795 -0.060307
srv_serror_rate NaN -0.001780 -0.059795
rerror_rate NaN -0.001055 -0.035402
srv_rerror_rate NaN -0.001055 -0.035249
same_srv_rate NaN 0.002173 0.070594
diff_srv_rate NaN -0.000985 -0.014474
srv_diff_host_rate NaN -0.001055 -0.031788
dst_host_count NaN 0.002069 -0.014193
dst_host_srv_count NaN -0.002485 -0.066203
... .. ... ...
service__remote_job NaN -0.000070 -0.002428
service__rje NaN -0.000074 -0.002549
service__shell NaN -0.000064 -0.002216
service__smtp NaN -0.000699 -0.024212
service__sql_net NaN -0.000124 -0.004305
service__ssh NaN -0.000140 -0.004852
service__sunrpc NaN -0.000155 -0.005372
service__supdup NaN -0.000186 -0.006423
service__systat NaN -0.000174 -0.006013
service__telnet NaN 0.020422 -0.012849
service__tftp_u NaN -0.000014 -0.000476
service__tim_i NaN -0.000022 -0.000777
service__time NaN -0.000204 -0.007046
service__urh_i NaN -0.000025 -0.000869
service__urp_i NaN -0.000195 -0.006758
service__uucp NaN -0.000222 -0.007698
service__uucp_path NaN -0.000209 -0.007233
service__vmnet NaN -0.000198 -0.006842
service__whois NaN -0.000210 -0.007254
flag__OTH NaN -0.000054 0.006737
flag__REJ NaN -0.000882 -0.030516
flag__RSTO NaN -0.000316 -0.007216
flag__RSTOS0 NaN -0.000081 -0.002790
flag__RSTR NaN -0.000394 -0.013653
flag__S0 NaN -0.001742 -0.060317
flag__S1 NaN -0.000152 0.008501
flag__S2 NaN -0.000090 -0.000509
flag__S3 NaN -0.000056 -0.001924
flag__SF NaN 0.002325 0.077632
flag__SH NaN -0.000131 -0.004529
count srv_count serror_rate srv_serror_rate \
duration -0.147659 -0.075337 -0.131999 -0.131536
src_bytes -0.466580 0.155151 -0.656535 -0.655029
dst_bytes -0.497102 -0.049111 -0.530381 -0.527152
land -0.009837 -0.005031 0.021734 0.022614
wrong_fragment -0.020819 0.024457 -0.043316 -0.056549
urgent -0.005615 -0.002848 -0.004929 -0.004889
hot -0.082145 -0.040993 -0.069626 -0.069355
num_failed_logins -0.008265 -0.004196 -0.006252 -0.007203
logged_in -0.539754 -0.199744 -0.491925 -0.490167
num_compromised -0.026385 -0.013618 -0.016447 -0.017211
root_shell -0.025630 -0.011892 -0.018220 -0.017796
su_attempted -0.017729 -0.008990 -0.007302 -0.006790
num_root -0.033084 -0.016795 -0.022944 -0.023006
num_file_creations -0.020690 -0.010575 -0.010517 -0.011031
num_shells -0.004573 -0.002319 -0.004015 -0.003981
num_access_files -0.014249 -0.007185 -0.012042 -0.011939
num_outbound_cmds NaN NaN NaN NaN
is_host_login -0.002045 -0.001037 -0.001795 -0.001780
is_guest_login -0.070729 -0.035870 -0.060307 -0.059795
count 1.000000 0.471079 0.457556 0.452092
srv_count 0.471079 1.000000 -0.148260 -0.147406
serror_rate 0.457556 -0.148260 1.000000 0.993289
srv_serror_rate 0.452092 -0.147406 0.993289 1.000000
rerror_rate 0.161056 -0.113393 -0.227536 -0.227814
srv_rerror_rate 0.162992 -0.113661 -0.227171 -0.234507
same_srv_rate -0.628024 0.190574 -0.761888 -0.756784
diff_srv_rate 0.222635 -0.108495 0.051494 0.044987
srv_diff_host_rate -0.263060 -0.077080 -0.224022 -0.225738
dst_host_count 0.468092 0.150407 0.395583 0.393354
dst_host_srv_count -0.395971 0.202248 -0.557803 -0.555032
... ... ... ... ...
service__remote_job 0.022656 -0.006808 0.019485 0.019729
service__rje 0.020242 -0.006600 0.020030 0.020197
service__shell 0.005049 -0.005640 0.023347 0.023176
service__smtp -0.169472 -0.088257 -0.134246 -0.134960
service__sql_net 0.033630 -0.009939 0.044123 0.044253
service__ssh 0.042268 -0.011030 0.054069 0.054266
service__sunrpc 0.058096 -0.012033 0.061769 0.061888
service__supdup 0.065682 -0.014656 0.078550 0.079167
service__systat 0.069034 -0.014077 0.070030 0.070188
service__telnet -0.029845 -0.040446 0.084928 0.085626
service__tftp_u -0.001667 -0.001729 -0.003110 -0.003084
service__tim_i -0.005680 -0.002892 -0.005078 -0.005036
service__time 0.064475 -0.017801 0.065154 0.065421
service__urh_i -0.006443 -0.003280 -0.005678 -0.005630
service__urp_i -0.044219 -0.023765 -0.044155 -0.043789
service__uucp 0.023851 -0.018497 0.086666 0.086853
service__uucp_path 0.084555 -0.016757 0.083190 0.083397
service__vmnet 0.080889 -0.016270 0.079336 0.079542
service__whois 0.080997 -0.017439 0.084697 0.084927
flag__OTH -0.013770 -0.006830 -0.011955 -0.011752
flag__REJ 0.199033 -0.092602 -0.189105 -0.196510
flag__RSTO 0.064743 -0.029869 -0.071002 -0.070592
flag__RSTOS0 0.010327 -0.010071 0.018269 0.012845
flag__RSTR -0.083113 -0.050359 -0.089166 -0.088459
flag__S0 0.461591 -0.142841 0.979174 0.982660
flag__S1 -0.038381 -0.017950 0.058044 0.052419
flag__S2 -0.021662 -0.010544 0.037466 0.024159
flag__S3 -0.013410 -0.005953 0.014392 0.012967
flag__SF -0.518345 0.209969 -0.758419 -0.755827
flag__SH -0.032903 -0.015766 0.073167 0.074022
rerror_rate srv_rerror_rate same_srv_rate \
duration 0.127778 0.127156 0.125614
src_bytes -0.378515 -0.371869 0.758159
dst_bytes -0.304443 -0.298463 0.640898
land -0.004096 -0.005275 0.008739
wrong_fragment -0.033052 -0.033507 0.054759
urgent -0.002896 -0.002897 0.005967
hot -0.037654 -0.034811 0.083475
num_failed_logins 0.001608 0.001549 0.007764
logged_in -0.287514 -0.283532 0.600536
num_compromised -0.009453 -0.009646 0.027330
root_shell -0.008983 -0.009368 0.027652
su_attempted -0.005856 -0.006434 0.018448
num_root -0.014232 -0.014550 0.032942
num_file_creations -0.007543 -0.007820 0.021089
num_shells -0.002359 -0.002359 0.004859
num_access_files -0.006697 -0.006705 0.014906
num_outbound_cmds NaN NaN NaN
is_host_login -0.001055 -0.001055 0.002173
is_guest_login -0.035402 -0.035249 0.070594
count 0.161056 0.162992 -0.628024
srv_count -0.113393 -0.113661 0.190574
serror_rate -0.227536 -0.227171 -0.761888
srv_serror_rate -0.227814 -0.234507 -0.756784
rerror_rate 1.000000 0.989008 -0.209826
srv_rerror_rate 0.989008 1.000000 -0.209805
same_srv_rate -0.209826 -0.209805 1.000000
diff_srv_rate 0.267597 0.275323 -0.376838
srv_diff_host_rate -0.076063 -0.073295 0.277155
dst_host_count 0.068456 0.071019 -0.509781
dst_host_srv_count -0.251075 -0.249500 0.705410
... ... ... ...
service__remote_job 0.018995 0.018613 -0.027056
service__rje 0.020557 0.020263 -0.026816
service__shell 0.006788 0.002833 -0.023512
service__smtp -0.082362 -0.083750 0.165906
service__sql_net 0.019557 0.019658 -0.054570
service__ssh 0.013555 0.013252 -0.057632
service__sunrpc 0.015838 0.014217 -0.071204
service__supdup 0.012895 0.011998 -0.086780
service__systat 0.016961 0.016651 -0.082653
service__telnet -0.010158 -0.011440 -0.027391
service__tftp_u -0.001827 -0.001827 -0.006856
service__tim_i -0.002983 -0.002984 0.004107
service__time 0.017418 0.016125 -0.075759
service__urh_i -0.003336 -0.003336 0.004501
service__urp_i -0.025941 -0.025946 -0.037059
service__uucp 0.025344 0.024538 -0.099511
service__uucp_path 0.021581 0.021119 -0.099349
service__vmnet 0.019842 0.019404 -0.094373
service__whois 0.020166 0.019737 -0.098947
flag__OTH -0.007155 -0.007156 0.014741
flag__REJ 0.835068 0.841012 -0.235683
flag__RSTO 0.299639 0.295556 -0.107222
flag__RSTOS0 0.027713 0.034967 -0.034402
flag__RSTR 0.369812 0.370741 0.085027
flag__S0 -0.224772 -0.230475 -0.765292
flag__S1 -0.019300 -0.019728 0.036971
flag__S2 -0.010160 -0.011284 0.022795
flag__S3 -0.005613 -0.006764 0.013850
flag__SF -0.447630 -0.445487 0.826883
flag__SH -0.017382 -0.017311 0.032460
diff_srv_rate srv_diff_host_rate dst_host_count \
duration 0.014205 -0.042152 0.035403
src_bytes -0.218789 0.165185 -0.364206
dst_bytes -0.231197 0.094739 -0.324894
land -0.001551 0.038102 -0.025499
wrong_fragment -0.026638 -0.026247 0.041056
urgent -0.002705 -0.002898 -0.006941
hot -0.021132 -0.026047 -0.021957
num_failed_logins 0.001022 -0.004269 -0.005822
logged_in -0.221323 0.131074 -0.401084
num_compromised -0.011969 -0.013802 -0.016317
root_shell -0.009810 -0.012126 -0.029885
su_attempted -0.006595 -0.009153 -0.013014
num_root -0.006174 -0.012533 -0.029532
num_file_creations -0.008860 -0.009543 -0.002955
num_shells -0.002203 -0.002360 -0.010806
num_access_files -0.005704 0.000707 -0.011731
num_outbound_cmds NaN NaN NaN
is_host_login -0.000985 -0.001055 0.002069
is_guest_login -0.014474 -0.031788 -0.014193
count 0.222635 -0.263060 0.468092
srv_count -0.108495 -0.077080 0.150407
serror_rate 0.051494 -0.224022 0.395583
srv_serror_rate 0.044987 -0.225738 0.393354
rerror_rate 0.267597 -0.076063 0.068456
srv_rerror_rate 0.275323 -0.073295 0.071019
same_srv_rate -0.376838 0.277155 -0.509781
diff_srv_rate 1.000000 -0.101178 0.190842
srv_diff_host_rate -0.101178 1.000000 -0.360050
dst_host_count 0.190842 -0.360050 1.000000
dst_host_srv_count -0.300443 0.153048 -0.303207
... ... ... ...
service__remote_job 0.007153 -0.009323 0.014631
service__rje 0.006519 -0.009790 0.014638
service__shell 0.010530 -0.007165 0.014007
service__smtp -0.032985 0.286783 -0.117860
service__sql_net 0.008196 -0.016534 0.032260
service__ssh 0.005110 -0.018634 0.030447
service__sunrpc 0.003597 -0.020630 0.040037
service__supdup 0.005948 -0.024667 0.048100
service__systat 0.004963 -0.023092 0.044421
service__telnet 0.008018 -0.051450 0.005787
service__tftp_u 0.001271 -0.001828 -0.005763
service__tim_i -0.001682 -0.002985 -0.011861
service__time 0.001123 -0.027058 0.028989
service__urh_i 0.006767 -0.003337 -0.003292
service__urp_i 0.154360 -0.020439 0.042381
service__uucp 0.004646 -0.029565 0.057724
service__uucp_path 0.003215 -0.027777 0.054312
service__vmnet 0.002192 -0.026278 0.050318
service__whois 0.004848 -0.027858 0.052795
flag__OTH -0.006683 -0.005208 -0.003765
flag__REJ 0.309899 -0.049707 0.028195
flag__RSTO 0.010388 -0.036873 0.050987
flag__RSTOS0 0.048419 -0.010715 0.015998
flag__RSTR -0.009703 -0.048713 0.057143
flag__S0 0.045671 -0.221879 0.398743
flag__S1 -0.005508 -0.000172 -0.036219
flag__S2 -0.006128 0.019033 -0.024296
flag__S3 -0.002433 0.000203 -0.012427
flag__SF -0.222220 0.254150 -0.400152
flag__SH -0.004197 -0.016534 -0.019074
dst_host_srv_count dst_host_same_srv_rate \
duration -0.165347 -0.155026
src_bytes 0.604512 0.641329
dst_bytes 0.738407 0.695039
land -0.014159 0.011597
wrong_fragment -0.045240 -0.048733
urgent -0.007897 -0.004489
hot -0.054255 -0.026616
num_failed_logins -0.010117 -0.007090
logged_in 0.624365 0.604058
num_compromised -0.030042 -0.020984
root_shell -0.006491 0.007608
su_attempted -0.021037 -0.015606
num_root -0.032075 -0.022939
num_file_creations -0.022879 -0.019746
num_shells -0.006354 0.001975
num_access_files -0.013322 -0.008705
num_outbound_cmds NaN NaN
is_host_login -0.002485 -0.002832
is_guest_login -0.066203 -0.054297
count -0.395971 -0.473957
srv_count 0.202248 0.181116
serror_rate -0.557803 -0.622797
srv_serror_rate -0.555032 -0.619130
rerror_rate -0.251075 -0.257613
srv_rerror_rate -0.249500 -0.255565
same_srv_rate 0.705410 0.788978
diff_srv_rate -0.300443 -0.330735
srv_diff_host_rate 0.153048 0.291418
dst_host_count -0.303207 -0.518145
dst_host_srv_count 1.000000 0.896663
... ... ...
service__remote_job -0.024191 -0.027115
service__rje -0.025247 -0.028342
service__shell -0.021802 -0.022720
service__smtp 0.026527 0.042544
service__sql_net -0.041503 -0.046829
service__ssh -0.046611 -0.051456
service__sunrpc -0.051912 -0.058528
service__supdup -0.062080 -0.070014
service__systat -0.058504 -0.065902
service__telnet -0.111195 -0.094158
service__tftp_u -0.005010 -0.005304
service__tim_i -0.008209 -0.000066
service__time -0.068145 -0.059085
service__urh_i -0.006564 -0.006693
service__urp_i -0.057437 -0.064811
service__uucp -0.074917 -0.084376
service__uucp_path -0.069988 -0.078918
service__vmnet -0.066637 -0.074975
service__whois -0.070725 -0.079600
flag__OTH -0.014063 -0.016332
flag__REJ -0.181486 -0.182978
flag__RSTO -0.091482 -0.095359
flag__RSTOS0 -0.028413 -0.031579
flag__RSTR -0.133366 -0.141390
flag__S0 -0.552879 -0.617256
flag__S1 0.012040 0.013592
flag__S2 0.024130 0.024946
flag__S3 0.001964 0.005810
flag__SF 0.670869 0.733630
flag__SH -0.047963 -0.050249
dst_host_diff_srv_rate dst_host_same_src_port_rate \
duration 0.362860 0.299890
src_bytes -0.232509 0.090035
dst_bytes -0.250352 -0.213464
land -0.004516 0.033851
wrong_fragment 0.059797 0.037177
urgent 0.006840 0.002741
hot -0.017271 -0.037105
num_failed_logins -0.000463 -0.000337
logged_in -0.256065 -0.160994
num_compromised 0.005038 -0.006528
root_shell -0.005141 0.001568
su_attempted 0.003834 -0.005982
num_root 0.006269 0.011322
num_file_creations 0.006876 -0.006475
num_shells -0.001032 0.009494
num_access_files 0.005388 -0.005619
num_outbound_cmds NaN NaN
is_host_login 0.007413 -0.001353
is_guest_login -0.007099 -0.035546
count 0.167454 -0.138230
srv_count -0.106364 0.158539
serror_rate -0.018193 -0.275975
srv_serror_rate -0.028693 -0.275071
rerror_rate 0.376003 0.032678
srv_rerror_rate 0.380098 0.029802
same_srv_rate -0.166488 0.279723
diff_srv_rate 0.496590 -0.010664
srv_diff_host_rate -0.118726 0.248366
dst_host_count 0.144370 -0.313014
dst_host_srv_count -0.390314 -0.068628
... ... ...
service__remote_job 0.014205 -0.005302
service__rje 0.015872 -0.006945
service__shell 0.009748 -0.003738
service__smtp -0.005076 -0.096900
service__sql_net 0.004098 -0.015985
service__ssh 0.007588 -0.019442
service__sunrpc 0.001833 -0.023061
service__supdup -0.000798 -0.028698
service__systat -0.000642 -0.026438
service__telnet -0.003033 -0.042221
service__tftp_u -0.000593 -0.001817
service__tim_i -0.001917 0.009713
service__time 0.000158 -0.028562
service__urh_i 0.000804 0.001027
service__urp_i -0.023718 -0.006457
service__uucp -0.005181 -0.035971
service__uucp_path -0.001392 -0.032413
service__vmnet -0.000879 -0.030569
service__whois 0.000224 -0.033071
flag__OTH 0.046172 0.023726
flag__REJ 0.272025 -0.069282
flag__RSTO 0.009831 -0.038393
flag__RSTOS0 0.019826 0.032417
flag__RSTR 0.320841 0.246313
flag__S0 -0.048398 -0.285644
flag__S1 -0.002562 -0.005591
flag__S2 -0.008321 -0.001711
flag__S3 -0.003121 0.001354
flag__SF -0.226238 0.227558
flag__SH 0.195675 0.112156
dst_host_srv_diff_host_rate dst_host_serror_rate \
duration -0.029732 -0.119459
src_bytes -0.026218 -0.649734
dst_bytes -0.081866 -0.532669
land 0.070474 0.019840
wrong_fragment -0.016252 -0.051917
urgent 0.005176 -0.004749
hot -0.027766 -0.070060
num_failed_logins 0.008945 -0.004596
logged_in -0.055953 -0.491478
num_compromised 0.010437 -0.005430
root_shell 0.013391 -0.017408
su_attempted 0.009475 -0.005731
num_root 0.007677 -0.020671
num_file_creations 0.001028 0.001644
num_shells 0.001537 -0.003604
num_access_files 0.004537 -0.005175
num_outbound_cmds NaN NaN
is_host_login -0.000815 0.001872
is_guest_login -0.024817 -0.060743
count -0.205593 0.459047
srv_count -0.059141 -0.145825
serror_rate -0.172853 0.979373
srv_serror_rate -0.171081 0.977596
rerror_rate 0.034087 -0.226257
srv_rerror_rate 0.030974 -0.226470
same_srv_rate 0.216263 -0.760648
diff_srv_rate -0.085588 0.050399
srv_diff_host_rate 0.379677 -0.226715
dst_host_count -0.455871 0.410922
dst_host_srv_count -0.004670 -0.572596
... ... ...
service__remote_job -0.001526 0.018441
service__rje 0.003244 0.019739
service__shell -0.006569 0.023350
service__smtp -0.048549 -0.121802
service__sql_net -0.012762 0.044309
service__ssh -0.004435 0.054229
service__sunrpc -0.015923 0.062002
service__supdup -0.019039 0.078273
service__systat -0.017824 0.070266
service__telnet 0.039420 0.095616
service__tftp_u -0.001411 -0.003121
service__tim_i -0.002304 -0.005097
service__time -0.013034 0.063839
service__urh_i -0.002180 -0.005698
service__urp_i -0.017303 -0.044316
service__uucp -0.022820 0.087002
service__uucp_path -0.021440 0.083523
service__vmnet -0.020283 0.079586
service__whois -0.018642 0.084929
flag__OTH -0.003717 -0.011111
flag__REJ 0.063351 -0.189188
flag__RSTO -0.014779 -0.069490
flag__RSTOS0 -0.007629 0.001325
flag__RSTR -0.038784 -0.086924
flag__S0 -0.169405 0.975844
flag__S1 -0.000995 -0.019868
flag__S2 -0.001518 -0.011914
flag__S3 -0.002448 -0.008307
flag__SF 0.133924 -0.741814
flag__SH -0.013317 0.063607
dst_host_srv_serror_rate dst_host_rerror_rate \
duration -0.119847 0.107665
src_bytes -0.654658 -0.359868
dst_bytes -0.530476 -0.299818
land 0.012276 -0.005222
wrong_fragment -0.055917 0.028890
urgent -0.004834 -0.002999
hot -0.069896 -0.035040
num_failed_logins -0.004704 -0.001965
logged_in -0.493264 -0.275972
num_compromised -0.009900 -0.010993
root_shell -0.015744 -0.009107
su_attempted -0.004161 -0.004873
num_root -0.020466 -0.011862
num_file_creations -0.000905 -0.005761
num_shells -0.001110 -0.002442
num_access_files -0.006654 -0.005607
num_outbound_cmds NaN NaN
is_host_login -0.000686 -0.001092
is_guest_login -0.060483 -0.030712
count 0.460809 0.178325
srv_count -0.145080 -0.101149
serror_rate 0.981139 -0.231810
srv_serror_rate 0.986252 -0.235065
rerror_rate -0.224985 0.926749
srv_rerror_rate -0.230751 0.917822
same_srv_rate -0.765322 -0.214715
diff_srv_rate 0.047319 0.225388
srv_diff_host_rate -0.227027 -0.076798
dst_host_count 0.407532 0.071924
dst_host_srv_count -0.567594 -0.250307
... ... ...
service__remote_job 0.020012 0.014866
service__rje 0.020493 0.016894
service__shell 0.023451 0.005480
service__smtp -0.139180 -0.070079
service__sql_net 0.044783 0.020645
service__ssh 0.054877 0.011581
service__sunrpc 0.062571 0.016408
service__supdup 0.079999 0.012126
service__systat 0.070955 0.015143
service__telnet 0.094050 -0.018520
service__tftp_u -0.003049 -0.001892
service__tim_i -0.004980 -0.002764
service__time 0.064771 0.019621
service__urh_i -0.005568 -0.003454
service__urp_i -0.043300 -0.026793
service__uucp 0.087825 0.026234
service__uucp_path 0.084316 0.022535
service__vmnet 0.080413 0.020597
service__whois 0.085853 0.018761
flag__OTH -0.011775 0.022260
flag__REJ -0.195173 0.812842
flag__RSTO -0.068584 0.272909
flag__RSTOS0 0.012729 0.007375
flag__RSTR -0.086059 0.270777
flag__S0 0.981209 -0.232595
flag__S1 -0.013145 -0.011545
flag__S2 -0.016595 -0.009385
flag__S3 -0.008216 -0.004666
flag__SF -0.745691 -0.394719
flag__SH 0.073571 -0.017971
dst_host_srv_rerror_rate protocol_type__icmp \
duration 0.125412 -0.055858
src_bytes -0.364484 0.077420
dst_bytes -0.287223 -0.230511
land -0.005303 -0.003740
wrong_fragment -0.033682 0.001250
urgent -0.002912 -0.002053
hot -0.036520 -0.030210
num_failed_logins -0.002977 -0.003025
logged_in -0.272806 -0.214802
num_compromised -0.008111 -0.009871
root_shell -0.009742 -0.009728
su_attempted -0.005241 -0.006486
num_root -0.013752 -0.012205
num_file_creations -0.004854 -0.007707
num_shells -0.001977 -0.001672
num_access_files -0.005210 -0.005212
num_outbound_cmds NaN NaN
is_host_login -0.000531 -0.000748
is_guest_login -0.033083 -0.025888
count 0.167708 0.087560
srv_count -0.112767 0.381901
serror_rate -0.226620 -0.168956
srv_serror_rate -0.233142 -0.167732
rerror_rate 0.964449 -0.099226
srv_rerror_rate 0.970208 -0.099385
same_srv_rate -0.214091 0.169038
diff_srv_rate 0.278103 -0.017833
srv_diff_host_rate -0.081425 0.339190
dst_host_count 0.067143 -0.190919
dst_host_srv_count -0.252848 -0.009324
... ... ...
service__remote_job 0.018931 -0.006607
service__rje 0.020606 -0.006938
service__shell 0.003484 -0.006031
service__smtp -0.087904 -0.065894
service__sql_net 0.020046 -0.011717
service__ssh 0.013572 -0.013205
service__sunrpc 0.014566 -0.014619
service__supdup 0.012350 -0.017480
service__systat 0.017052 -0.016364
service__telnet -0.014366 -0.036620
service__tftp_u -0.001837 -0.001295
service__tim_i -0.003000 0.030024
service__time 0.017086 -0.019175
service__urh_i -0.003354 0.033568
service__urp_i -0.026082 0.261067
service__uucp 0.025093 -0.020951
service__uucp_path 0.021615 -0.019684
service__vmnet 0.019865 -0.018622
service__whois 0.020216 -0.019741
flag__OTH -0.007194 -0.005073
flag__REJ 0.829071 -0.083050
flag__RSTO 0.267240 -0.029741
flag__RSTOS0 0.032467 -0.007593
flag__RSTR 0.360141 -0.037155
flag__S0 -0.231206 -0.164151
flag__S1 -0.013346 -0.014308
flag__S2 -0.009169 -0.008432
flag__S3 -0.004186 -0.005236
flag__SF -0.429320 0.219019
flag__SH -0.017449 -0.012324
protocol_type__tcp protocol_type__udp service__IRC \
duration -0.087689 0.147890 0.160350
src_bytes -0.099234 0.059671 0.044380
dst_bytes 0.125351 0.026254 0.051820
land 0.006709 -0.005178 -0.000543
wrong_fragment -0.187927 0.224319 -0.003450
urgent 0.003684 -0.002843 -0.000298
hot 0.054196 -0.041833 -0.003881
num_failed_logins 0.005427 -0.004189 -0.000439
logged_in 0.385350 -0.297448 0.012648
num_compromised 0.017709 -0.013669 -0.001434
root_shell 0.017453 -0.013472 -0.001413
su_attempted 0.011636 -0.008982 -0.000942
num_root 0.021896 -0.016902 -0.001773
num_file_creations 0.013826 -0.010673 -0.001120
num_shells 0.003000 -0.002316 -0.000243
num_access_files 0.009350 -0.007217 -0.000757
num_outbound_cmds NaN NaN NaN
is_host_login 0.001342 -0.001036 -0.000109
is_guest_login 0.046442 -0.035848 -0.003761
count -0.048548 -0.008854 -0.026913
srv_count -0.528947 0.341625 -0.014134
serror_rate 0.300058 -0.230312 -0.013799
srv_serror_rate 0.300909 -0.232268 -0.012604
rerror_rate 0.177926 -0.137304 0.065162
srv_rerror_rate 0.178295 -0.137624 0.074200
same_srv_rate -0.266468 0.189983 0.020762
diff_srv_rate 0.006594 0.005751 0.017563
srv_diff_host_rate -0.173345 -0.051942 -0.014442
dst_host_count -0.015614 0.164916 -0.048110
dst_host_srv_count -0.102302 0.129773 -0.036216
... ... ... ...
service__remote_job 0.011852 -0.009149 -0.000960
service__rje 0.012446 -0.009607 -0.001008
service__shell 0.010819 -0.008351 -0.000876
service__smtp 0.118212 -0.091247 -0.009572
service__sql_net 0.021020 -0.016225 -0.001702
service__ssh 0.023689 -0.018285 -0.001918
service__sunrpc 0.026227 -0.020244 -0.002124
service__supdup 0.031359 -0.024206 -0.002539
service__systat 0.029357 -0.022660 -0.002377
service__telnet 0.065695 -0.050709 -0.005320
service__tftp_u -0.010248 0.013277 -0.000188
service__tim_i -0.016736 -0.002929 -0.000307
service__time 0.034399 -0.026552 -0.002785
service__urh_i -0.018712 -0.003275 -0.000344
service__urp_i -0.145523 -0.025470 -0.002672
service__uucp 0.037586 -0.029012 -0.003043
service__uucp_path 0.035313 -0.027257 -0.002859
service__vmnet 0.033407 -0.025786 -0.002705
service__whois 0.035415 -0.027337 -0.002868
flag__OTH 0.009101 -0.007025 -0.000737
flag__REJ 0.148990 -0.115004 -0.010617
flag__RSTO 0.053355 -0.041184 0.031081
flag__RSTOS0 0.013621 -0.010514 -0.001103
flag__RSTR 0.066656 -0.051451 0.171818
flag__S0 0.294485 -0.227310 -0.023845
flag__S1 0.025669 -0.019813 0.089987
flag__S2 0.015127 -0.011676 -0.001225
flag__S3 0.009393 -0.007250 0.020153
flag__SF -0.392916 0.303288 -0.037487
flag__SH 0.022110 -0.017066 -0.001790
service__X11 service__Z39_50 service__aol \
duration 0.041141 -0.016720 -0.000839
src_bytes 0.048140 -0.088903 -0.004268
dst_bytes 0.033072 -0.072086 -0.003460
land -0.000339 -0.001169 -0.000056
wrong_fragment -0.002155 -0.007428 -0.000357
urgent -0.000186 -0.000642 -0.000031
hot -0.002741 -0.009447 -0.000454
num_failed_logins -0.000274 -0.000946 -0.000045
logged_in 0.010868 -0.067173 -0.003225
num_compromised -0.000896 -0.003087 -0.000148
root_shell 0.008129 -0.003042 -0.000146
su_attempted -0.000588 -0.002028 -0.000097
num_root -0.001107 -0.003817 -0.000183
num_file_creations -0.000699 -0.002410 -0.000116
num_shells -0.000152 -0.000523 -0.000025
num_access_files -0.000473 -0.001630 -0.000078
num_outbound_cmds NaN NaN NaN
is_host_login -0.000068 -0.000234 -0.000011
is_guest_login -0.002349 -0.008096 -0.000389
count -0.014380 0.093534 0.014855
srv_count -0.008728 -0.019261 -0.001467
serror_rate -0.013009 0.092925 -0.001825
srv_serror_rate -0.011896 0.093165 -0.002518
rerror_rate 0.005191 0.024791 0.009948
srv_rerror_rate 0.007801 0.024260 0.010820
same_srv_rate 0.012765 -0.112229 -0.005990
diff_srv_rate 0.012636 0.002915 0.020705
srv_diff_host_rate -0.009019 -0.031090 -0.001492
dst_host_count -0.013742 0.060771 0.002926
dst_host_srv_count -0.023163 -0.078644 -0.004127
... ... ... ...
service__remote_job -0.000599 -0.002066 -0.000099
service__rje -0.000629 -0.002170 -0.000104
service__shell -0.000547 -0.001886 -0.000091
service__smtp -0.005978 -0.020606 -0.000989
service__sql_net -0.001063 -0.003664 -0.000176
service__ssh -0.001198 -0.004129 -0.000198
service__sunrpc -0.001326 -0.004572 -0.000219
service__supdup -0.001586 -0.005466 -0.000262
service__systat -0.001485 -0.005117 -0.000246
service__telnet -0.003322 -0.011452 -0.000550
service__tftp_u -0.000118 -0.000405 -0.000019
service__tim_i -0.000192 -0.000661 -0.000032
service__time -0.001740 -0.005996 -0.000288
service__urh_i -0.000215 -0.000740 -0.000036
service__urp_i -0.001669 -0.005752 -0.000276
service__uucp -0.001901 -0.006552 -0.000315
service__uucp_path -0.001786 -0.006156 -0.000295
service__vmnet -0.001689 -0.005823 -0.000280
service__whois -0.001791 -0.006174 -0.000296
flag__OTH -0.000460 -0.001586 -0.000076
flag__REJ 0.010985 0.034848 0.012735
flag__RSTO -0.002698 -0.009301 -0.000446
flag__RSTOS0 -0.000689 -0.002374 -0.000114
flag__RSTR -0.000968 -0.007411 -0.000558
flag__S0 -0.013417 0.093965 -0.002464
flag__S1 0.010976 -0.004474 -0.000215
flag__S2 -0.000765 -0.002637 -0.000127
flag__S3 -0.000475 -0.001637 -0.000079
flag__SF 0.005759 -0.100594 -0.004829
flag__SH -0.001118 -0.001776 -0.000185
service__auth service__bgp service__courier \
duration -0.013152 -0.014674 -0.015366
src_bytes -0.077619 -0.080636 -0.081995
dst_bytes -0.055050 -0.065383 -0.066485
land -0.001231 -0.001061 -0.001079
wrong_fragment -0.007821 -0.006737 -0.006851
urgent -0.000676 -0.000582 -0.000592
hot -0.009948 -0.008569 -0.008713
num_failed_logins -0.000996 -0.000858 -0.000873
logged_in -0.042283 -0.060927 -0.061954
num_compromised -0.003250 -0.002800 -0.002847
root_shell -0.003203 -0.002759 -0.002806
su_attempted -0.002136 -0.001840 -0.001871
num_root -0.004019 -0.003462 -0.003520
num_file_creations -0.002538 -0.002186 -0.002223
num_shells -0.000551 -0.000474 -0.000482
num_access_files -0.001716 -0.001478 -0.001503
num_outbound_cmds NaN NaN NaN
is_host_login -0.000246 -0.000212 -0.000216
is_guest_login -0.008524 -0.007343 -0.007467
count 0.064953 0.088494 0.022454
srv_count -0.024073 -0.017917 -0.018030
serror_rate 0.060773 0.081952 0.090517
srv_serror_rate 0.061445 0.082178 0.090915
rerror_rate 0.014923 0.025745 0.016167
srv_rerror_rate 0.013791 0.025215 0.015485
same_srv_rate -0.079340 -0.102397 -0.097144
diff_srv_rate 0.021787 0.002401 0.003077
srv_diff_host_rate -0.031434 -0.028199 -0.028675
dst_host_count 0.038956 0.053401 0.056099
dst_host_srv_count -0.084258 -0.071688 -0.072694
... ... ... ...
service__remote_job -0.002175 -0.001874 -0.001906
service__rje -0.002284 -0.001968 -0.002001
service__shell -0.001986 -0.001711 -0.001739
service__smtp -0.021698 -0.018690 -0.019005
service__sql_net -0.003858 -0.003323 -0.003379
service__ssh -0.004348 -0.003745 -0.003809
service__sunrpc -0.004814 -0.004147 -0.004217
service__supdup -0.005756 -0.004958 -0.005042
service__systat -0.005388 -0.004642 -0.004720
service__telnet -0.012058 -0.010387 -0.010562
service__tftp_u -0.000427 -0.000367 -0.000374
service__tim_i -0.000697 -0.000600 -0.000610
service__time -0.006314 -0.005439 -0.005530
service__urh_i -0.000779 -0.000671 -0.000682
service__urp_i -0.006056 -0.005217 -0.005305
service__uucp -0.006899 -0.005943 -0.006043
service__uucp_path -0.006482 -0.005583 -0.005677
service__vmnet -0.006132 -0.005282 -0.005371
service__whois -0.006500 -0.005599 -0.005694
flag__OTH -0.001670 -0.001439 -0.001463
flag__REJ 0.022429 0.034860 0.025087
flag__RSTO -0.006485 -0.008436 -0.008578
flag__RSTOS0 -0.002500 -0.002154 -0.002190
flag__RSTR -0.008235 -0.005905 -0.008437
flag__S0 0.061947 0.082863 0.091614
flag__S1 -0.004711 -0.004058 -0.004127
flag__S2 -0.002776 -0.002392 -0.002432
flag__S3 -0.001724 -0.001485 -0.001510
flag__SF -0.064534 -0.091240 -0.092778
flag__SH -0.002083 -0.001207 -0.001303
service__csnet_ns service__ctf service__daytime \
duration -0.012734 -0.013112 -0.011405
src_bytes -0.070601 -0.071762 -0.068948
dst_bytes -0.057246 -0.058188 -0.055852
land -0.000929 -0.000944 -0.000908
wrong_fragment -0.005899 -0.005996 -0.005767
urgent -0.000510 -0.000518 -0.000499
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logged_in -0.053345 -0.054222 -0.051899
num_compromised -0.002451 -0.002492 -0.002397
root_shell -0.002416 -0.002456 -0.002362
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num_shells -0.000415 -0.000422 -0.000406
num_access_files -0.001294 -0.001316 -0.001265
num_outbound_cmds NaN NaN NaN
is_host_login -0.000186 -0.000189 -0.000182
is_guest_login -0.006429 -0.006535 -0.006285
count 0.071602 0.073638 0.074777
srv_count -0.015961 -0.016511 -0.015603
serror_rate 0.074221 0.071803 0.077615
srv_serror_rate 0.074419 0.072049 0.077844
rerror_rate 0.018972 0.024447 0.011585
srv_rerror_rate 0.018669 0.023940 0.011222
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srv_diff_host_rate -0.024690 -0.025096 -0.024138
dst_host_count 0.048343 0.044364 0.046020
dst_host_srv_count -0.063029 -0.064095 -0.061888
... ... ... ...
service__remote_job -0.001641 -0.001668 -0.001604
service__rje -0.001723 -0.001751 -0.001684
service__shell -0.001498 -0.001522 -0.001464
service__smtp -0.016364 -0.016634 -0.015998
service__sql_net -0.002910 -0.002958 -0.002845
service__ssh -0.003279 -0.003333 -0.003206
service__sunrpc -0.003631 -0.003690 -0.003549
service__supdup -0.004341 -0.004413 -0.004244
service__systat -0.004064 -0.004131 -0.003973
service__telnet -0.009094 -0.009244 -0.008891
service__tftp_u -0.000322 -0.000327 -0.000314
service__tim_i -0.000525 -0.000534 -0.000514
service__time -0.004762 -0.004840 -0.004655
service__urh_i -0.000587 -0.000597 -0.000574
service__urp_i -0.004568 -0.004643 -0.004466
service__uucp -0.005203 -0.005289 -0.005087
service__uucp_path -0.004888 -0.004969 -0.004779
service__vmnet -0.004625 -0.004701 -0.004521
service__whois -0.004903 -0.004983 -0.004793
flag__OTH -0.001260 -0.001281 -0.001232
flag__REJ 0.026059 0.031235 -0.018428
flag__RSTO -0.007386 -0.007508 0.079965
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flag__S3 -0.001300 -0.001322 -0.001271
flag__SF -0.079886 -0.081200 -0.078099
flag__SH -0.000450 -0.000542 -0.000323
service__discard service__domain service__domain_u \
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src_bytes -0.069248 -0.066385 0.053470
dst_bytes -0.056876 -0.050679 0.083619
land -0.000923 -0.000949 -0.003918
wrong_fragment -0.005861 -0.006028 -0.024886
urgent -0.000507 -0.000521 -0.002151
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num_failed_logins -0.000746 -0.000768 -0.003170
logged_in -0.052750 -0.045797 -0.225052
num_compromised -0.002436 -0.002505 -0.010342
root_shell -0.002400 -0.002469 -0.010193
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num_file_creations -0.001902 -0.001956 -0.008075
num_shells -0.000413 -0.000424 -0.001752
num_access_files -0.001286 -0.001323 -0.005460
num_outbound_cmds NaN NaN NaN
is_host_login -0.000185 -0.000190 -0.000784
is_guest_login -0.006387 -0.006570 -0.027123
count 0.074681 0.075046 0.062905
srv_count -0.015851 -0.017082 0.419525
serror_rate 0.070223 0.067263 -0.177182
srv_serror_rate 0.070400 0.067469 -0.175736
rerror_rate 0.023858 0.015197 -0.104108
srv_rerror_rate 0.023058 0.014831 -0.104128
same_srv_rate -0.087896 -0.087813 0.206322
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srv_diff_host_rate -0.024530 -0.025230 0.003023
dst_host_count 0.047058 0.046309 0.129073
dst_host_srv_count -0.062619 -0.064914 0.248590
... ... ... ...
service__remote_job -0.001630 -0.001677 -0.006922
service__rje -0.001712 -0.001761 -0.007269
service__shell -0.001488 -0.001530 -0.006319
service__smtp -0.016258 -0.016722 -0.069038
service__sql_net -0.002891 -0.002973 -0.012276
service__ssh -0.003258 -0.003351 -0.013835
service__sunrpc -0.003607 -0.003710 -0.015317
service__supdup -0.004313 -0.004436 -0.018314
service__systat -0.004038 -0.004153 -0.017145
service__telnet -0.009035 -0.009293 -0.038367
service__tftp_u -0.000320 -0.000329 -0.001357
service__tim_i -0.000522 -0.000537 -0.002216
service__time -0.004731 -0.004866 -0.020090
service__urh_i -0.000584 -0.000600 -0.002478
service__urp_i -0.004538 -0.004668 -0.019271
service__uucp -0.005169 -0.005317 -0.021951
service__uucp_path -0.004857 -0.004995 -0.020623
service__vmnet -0.004595 -0.004726 -0.019510
service__whois -0.004871 -0.005010 -0.020683
flag__OTH -0.001252 -0.001287 -0.005315
flag__REJ -0.019210 0.020048 -0.087013
flag__RSTO 0.118066 -0.003269 -0.031160
flag__RSTOS0 0.006644 0.002215 -0.007955
flag__RSTR -0.002074 -0.004256 -0.038928
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flag__S1 -0.003530 -0.003631 -0.014991
flag__S2 -0.002080 -0.002140 -0.008834
flag__S3 -0.001292 -0.001329 -0.005486
flag__SF -0.079121 -0.071023 0.229470
flag__SH -0.000413 -0.000573 -0.012912
service__echo service__eco_i service__ecr_i \
duration -0.010190 -0.040904 -0.033299
src_bytes -0.062893 -0.057259 0.176566
dst_bytes -0.050994 -0.168801 -0.137417
land -0.000828 -0.002738 -0.002229
wrong_fragment -0.005262 -0.017394 0.026001
urgent -0.000455 -0.001504 -0.001224
hot -0.006692 -0.022122 -0.018009
num_failed_logins -0.000670 -0.002215 -0.001804
logged_in -0.047305 -0.157297 -0.128051
num_compromised -0.002187 -0.007229 -0.005885
root_shell -0.002155 -0.007124 -0.005800
su_attempted -0.001437 -0.004750 -0.003867
num_root -0.002704 -0.008938 -0.007276
num_file_creations -0.001707 -0.005644 -0.004595
num_shells -0.000370 -0.001225 -0.000997
num_access_files -0.001154 -0.003816 -0.003107
num_outbound_cmds NaN NaN NaN
is_host_login -0.000166 -0.000548 -0.000446
is_guest_login -0.005735 -0.018957 -0.015433
count 0.063695 -0.140704 0.332067
srv_count -0.013614 -0.019153 0.647767
serror_rate 0.063080 -0.123713 -0.100713
srv_serror_rate 0.063311 -0.122829 -0.099992
rerror_rate 0.021325 -0.072579 -0.059236
srv_rerror_rate 0.020472 -0.072779 -0.059247
same_srv_rate -0.077903 0.136294 0.121926
diff_srv_rate 0.004309 -0.034988 -0.055314
srv_diff_host_rate -0.022023 0.495998 -0.047325
dst_host_count 0.041762 -0.316414 0.059317
dst_host_srv_count -0.055814 -0.031730 0.050394
... ... ... ...
service__remote_job -0.001464 -0.004838 -0.003939
service__rje -0.001537 -0.005080 -0.004136
service__shell -0.001336 -0.004416 -0.003595
service__smtp -0.014597 -0.048253 -0.039282
service__sql_net -0.002596 -0.008580 -0.006985
service__ssh -0.002925 -0.009670 -0.007872
service__sunrpc -0.003238 -0.010706 -0.008715
service__supdup -0.003872 -0.012801 -0.010421
service__systat -0.003625 -0.011983 -0.009755
service__telnet -0.008112 -0.026816 -0.021830
service__tftp_u -0.000287 -0.000949 -0.000772
service__tim_i -0.000469 -0.001549 -0.001261
service__time -0.004248 -0.014041 -0.011431
service__urh_i -0.000524 -0.001732 -0.001410
service__urp_i -0.004074 -0.013469 -0.010965
service__uucp -0.004641 -0.015342 -0.012490
service__uucp_path -0.004360 -0.014414 -0.011734
service__vmnet -0.004125 -0.013636 -0.011101
service__whois -0.004373 -0.014456 -0.011768
flag__OTH -0.001124 -0.003715 -0.003024
flag__REJ -0.016495 -0.060816 -0.049509
flag__RSTO 0.101147 -0.021779 -0.017730
flag__RSTOS0 0.007798 -0.005560 -0.004526
flag__RSTR -0.000336 -0.027208 -0.022150
flag__S0 0.063577 -0.120206 -0.097857
flag__S1 -0.003170 -0.010478 -0.008530
flag__S2 -0.001868 -0.006175 -0.005027
flag__S3 -0.001160 -0.003834 -0.003121
flag__SF -0.070980 0.160385 0.130565
flag__SH 0.000194 -0.009025 -0.007347
service__efs service__exec service__finger \
duration -0.012167 -0.011561 -0.019961
src_bytes -0.066585 -0.065746 -0.101490
dst_bytes -0.053990 -0.053372 -0.056174
land -0.000876 -0.000866 0.113329
wrong_fragment -0.005563 -0.005500 -0.010673
urgent -0.000481 -0.000475 -0.000923
hot -0.007076 -0.006995 -0.013243
num_failed_logins -0.000709 -0.000700 -0.001359
logged_in -0.050311 -0.049735 -0.096524
num_compromised -0.002312 -0.002286 -0.004436
root_shell -0.002279 -0.002253 -0.004372
su_attempted -0.001519 -0.001502 -0.002915
num_root -0.002859 -0.002826 -0.005485
num_file_creations -0.001805 -0.001784 -0.003463
num_shells -0.000392 -0.000387 -0.000751
num_access_files -0.001221 -0.001207 -0.002342
num_outbound_cmds NaN NaN NaN
is_host_login -0.000175 -0.000173 -0.000336
is_guest_login -0.006063 -0.005994 -0.011633
count 0.019350 0.018231 -0.012659
srv_count -0.013459 -0.013484 -0.033334
serror_rate 0.070427 0.067789 0.092143
srv_serror_rate 0.070825 0.067900 0.093037
rerror_rate 0.017409 0.019770 -0.024553
srv_rerror_rate 0.016724 0.019053 -0.026306
same_srv_rate -0.074459 -0.075170 -0.050430
diff_srv_rate 0.002580 0.003094 0.031321
srv_diff_host_rate -0.023286 -0.023019 -0.035609
dst_host_count 0.045653 0.045130 0.024329
dst_host_srv_count -0.058182 -0.057680 -0.097248
... ... ... ...
service__remote_job -0.001547 -0.001530 -0.002969
service__rje -0.001625 -0.001606 -0.003117
service__shell -0.001413 -0.001396 -0.002710
service__smtp -0.015434 -0.015257 -0.029610
service__sql_net -0.002744 -0.002713 -0.005265
service__ssh -0.003093 -0.003057 -0.005934
service__sunrpc -0.003424 -0.003385 -0.006569
service__supdup -0.004094 -0.004047 -0.007855
service__systat -0.003833 -0.003789 -0.007353
service__telnet -0.008577 -0.008479 -0.016456
service__tftp_u -0.000303 -0.000300 -0.000582
service__tim_i -0.000495 -0.000490 -0.000951
service__time -0.004491 -0.004440 -0.008616
service__urh_i -0.000554 -0.000548 -0.001063
service__urp_i -0.004308 -0.004259 -0.008265
service__uucp -0.004907 -0.004851 -0.009415
service__uucp_path -0.004610 -0.004558 -0.008845
service__vmnet -0.004362 -0.004312 -0.008368
service__whois -0.004624 -0.004571 -0.008871
flag__OTH -0.001188 -0.001175 -0.002280
flag__REJ 0.024627 -0.018774 -0.037320
flag__RSTO -0.006966 0.110279 0.034214
flag__RSTOS0 -0.001778 -0.001758 0.001311
flag__RSTR -0.005902 -0.004825 -0.013255
flag__S0 0.071298 0.068362 0.094482
flag__S1 -0.003351 -0.003313 -0.002662
flag__S2 -0.001975 -0.001952 -0.003789
flag__S3 -0.001226 -0.001212 0.001070
flag__SF -0.075342 -0.074215 -0.067547
flag__SH -0.000120 -0.000055 -0.004081
service__ftp service__ftp_data service__gopher \
duration 0.130138 -0.028979 -0.011208
src_bytes 0.054808 0.204532 -0.068526
dst_bytes 0.074900 -0.201099 -0.055045
land -0.001674 -0.003381 -0.000905
wrong_fragment -0.010634 -0.021475 -0.005750
urgent -0.000919 -0.001857 -0.000497
hot 0.753790 -0.021329 -0.007313
num_failed_logins 0.006351 -0.002735 -0.000732
logged_in 0.068422 0.090944 -0.050732
num_compromised -0.004419 -0.008232 -0.002390
root_shell -0.004355 -0.004973 -0.002355
su_attempted -0.002904 -0.005864 -0.001570
num_root -0.005464 0.091375 -0.002955
num_file_creations 0.004167 -0.001444 -0.001866
num_shells -0.000749 -0.001512 -0.000405
num_access_files -0.002333 -0.004712 -0.001262
num_outbound_cmds NaN NaN NaN
is_host_login -0.000335 -0.000676 -0.000181
is_guest_login 0.820069 -0.023406 -0.006267
count -0.018201 -0.121432 0.071757
srv_count -0.039063 -0.072588 -0.014889
serror_rate -0.014303 -0.060507 0.065934
srv_serror_rate -0.013788 -0.060677 0.066140
rerror_rate -0.015010 -0.075569 0.023445
srv_rerror_rate -0.015920 -0.076040 0.022827
same_srv_rate 0.014799 0.097265 -0.083297
diff_srv_rate -0.009699 -0.023662 0.007023
srv_diff_host_rate -0.040597 -0.061064 -0.024068
dst_host_count 0.008877 -0.090063 0.043922
dst_host_srv_count -0.090790 -0.133844 -0.061074
... ... ... ...
service__remote_job -0.002958 -0.005973 -0.001599
service__rje -0.003106 -0.006273 -0.001679
service__shell -0.002700 -0.005453 -0.001460
service__smtp -0.029500 -0.059577 -0.015952
service__sql_net -0.005246 -0.010594 -0.002837
service__ssh -0.005912 -0.011939 -0.003197
service__sunrpc -0.006545 -0.013218 -0.003539
service__supdup -0.007826 -0.015805 -0.004232
service__systat -0.007326 -0.014795 -0.003962
service__telnet -0.016394 -0.033109 -0.008865
service__tftp_u -0.000580 -0.001171 -0.000314
service__tim_i -0.000947 -0.001913 -0.000512
service__time -0.008584 -0.017337 -0.004642
service__urh_i -0.001059 -0.002138 -0.000573
service__urp_i -0.008234 -0.016630 -0.004453
service__uucp -0.009379 -0.018943 -0.005072
service__uucp_path -0.008812 -0.017797 -0.004765
service__vmnet -0.008337 -0.016837 -0.004508
service__whois -0.008838 -0.017849 -0.004779
flag__OTH 0.004821 -0.000925 -0.001228
flag__REJ -0.037180 -0.061095 0.029081
flag__RSTO 0.065660 -0.026890 -0.003837
flag__RSTOS0 0.001341 -0.005641 0.002502
flag__RSTR -0.013673 -0.031300 -0.003574
flag__S0 -0.014122 -0.059578 0.066467
flag__S1 0.006199 0.011145 -0.003464
flag__S2 -0.001640 -0.001010 -0.002041
flag__S3 -0.002344 0.018330 -0.001268
flag__SF 0.023115 0.104028 -0.075094
flag__SH -0.004055 -0.010388 -0.000306
service__harvest service__hostnames service__http \
duration -0.000839 -0.011648 -0.132135
src_bytes -0.004268 -0.064840 0.427206
dst_bytes -0.003460 -0.052575 0.706331
land -0.000056 -0.000853 -0.009670
wrong_fragment -0.000357 -0.005417 -0.061417
urgent -0.000031 -0.000468 -0.005309
hot -0.000454 -0.006890 -0.034710
num_failed_logins -0.000045 -0.000690 -0.007823
logged_in -0.003225 -0.048992 0.699557
num_compromised -0.000148 -0.002251 -0.023342
root_shell -0.000146 -0.002219 0.002270
su_attempted -0.000097 -0.001479 -0.016771
num_root -0.000183 -0.002784 -0.031560
num_file_creations -0.000116 -0.001758 -0.019929
num_shells -0.000025 -0.000381 -0.004324
num_access_files -0.000078 -0.001189 -0.013476
num_outbound_cmds NaN NaN NaN
is_host_login -0.000011 -0.000171 -0.001934
is_guest_login -0.000389 -0.005904 -0.066938
count 0.014820 0.075618 -0.429109
srv_count -0.001467 -0.013907 -0.149514
serror_rate -0.001602 0.064636 -0.372951
srv_serror_rate 0.001939 0.064786 -0.372034
rerror_rate 0.009389 0.022404 -0.101919
srv_rerror_rate 0.004664 0.022062 -0.099834
same_srv_rate -0.005990 -0.081480 0.491896
diff_srv_rate 0.020705 0.004310 -0.221709
srv_diff_host_rate -0.001492 -0.022675 0.044968
dst_host_count 0.002926 0.044382 -0.359792
dst_host_srv_count -0.004127 -0.057366 0.734631
... ... ... ...
service__remote_job -0.000099 -0.001507 -0.017083
service__rje -0.000104 -0.001582 -0.017939
service__shell -0.000091 -0.001376 -0.015594
service__smtp -0.000989 -0.015029 -0.170383
service__sql_net -0.000176 -0.002672 -0.030297
service__ssh -0.000198 -0.003012 -0.034144
service__sunrpc -0.000219 -0.003334 -0.037802
service__supdup -0.000262 -0.003987 -0.045199
service__systat -0.000246 -0.003732 -0.042313
service__telnet -0.000550 -0.008352 -0.094689
service__tftp_u -0.000019 -0.000295 -0.003349
service__tim_i -0.000032 -0.000482 -0.005470
service__time -0.000288 -0.004373 -0.049581
service__urh_i -0.000036 -0.000539 -0.006115
service__urp_i -0.000276 -0.004195 -0.047559
service__uucp -0.000315 -0.004779 -0.054174
service__uucp_path -0.000295 -0.004489 -0.050897
service__vmnet -0.000280 -0.004247 -0.048151
service__whois -0.000296 -0.004503 -0.051045
flag__OTH -0.000076 -0.001157 -0.009555
flag__REJ 0.005744 0.029085 -0.046982
flag__RSTO -0.000446 -0.006783 -0.064449
flag__RSTOS0 -0.000114 -0.001732 -0.018443
flag__RSTR -0.000558 -0.002723 -0.083681
flag__S0 0.001989 0.065234 -0.371888
flag__S1 -0.000215 -0.003263 0.017449
flag__S2 -0.000127 -0.001923 0.027521
flag__S3 -0.000079 -0.001194 0.001130
flag__SF -0.004829 -0.073367 0.404777
flag__SH -0.000185 0.000030 -0.031500
service__http_2784 service__http_443 \
duration -0.000593 -0.013503
src_bytes -0.003018 -0.069618
dst_bytes -0.002447 -0.056449
land -0.000040 -0.000916
wrong_fragment -0.000252 -0.005817
urgent -0.000022 -0.000503
hot -0.000321 -0.007398
num_failed_logins -0.000032 -0.000741
logged_in -0.002280 -0.052602
num_compromised -0.000105 -0.002417
root_shell -0.000103 -0.002382
su_attempted -0.000069 -0.001588
num_root -0.000130 -0.002989
num_file_creations -0.000082 -0.001887
num_shells -0.000018 -0.000410
num_access_files -0.000055 -0.001276
num_outbound_cmds NaN NaN
is_host_login -0.000008 -0.000183
is_guest_login -0.000275 -0.006340
count 0.010455 0.025247
srv_count -0.001037 -0.014087
serror_rate -0.001354 0.068995
srv_serror_rate -0.001780 0.069215
rerror_rate 0.007035 0.024638
srv_rerror_rate 0.007651 0.024166
same_srv_rate -0.004236 -0.079650
diff_srv_rate 0.014640 0.004783
srv_diff_host_rate -0.001055 -0.024346
dst_host_count 0.002069 0.047732
dst_host_srv_count -0.002918 -0.060925
... ... ...
service__remote_job -0.000070 -0.001618
service__rje -0.000074 -0.001699
service__shell -0.000064 -0.001477
service__smtp -0.000699 -0.016137
service__sql_net -0.000124 -0.002869
service__ssh -0.000140 -0.003234
service__sunrpc -0.000155 -0.003580
service__supdup -0.000186 -0.004281
service__systat -0.000174 -0.004007
service__telnet -0.000389 -0.008968
service__tftp_u -0.000014 -0.000317
service__tim_i -0.000022 -0.000518
service__time -0.000204 -0.004696
service__urh_i -0.000025 -0.000579
service__urp_i -0.000195 -0.004504
service__uucp -0.000222 -0.005131
service__uucp_path -0.000209 -0.004820
service__vmnet -0.000198 -0.004560
service__whois -0.000210 -0.004834
flag__OTH -0.000054 -0.001242
flag__REJ 0.009005 0.033455
flag__RSTO -0.000316 -0.007283
flag__RSTOS0 -0.000081 -0.001859
flag__RSTR -0.000394 -0.006419
flag__S0 -0.001742 0.069738
flag__S1 -0.000152 -0.003504
flag__S2 -0.000090 -0.002065
flag__S3 -0.000056 -0.001282
flag__SF -0.003415 -0.078774
flag__SH -0.000131 -0.000371
service__http_8001 service__imap4 service__iso_tsap \
duration -0.000839 -0.013043 -0.014689
src_bytes -0.004268 -0.075283 -0.079312
dst_bytes -0.003460 -0.060773 -0.064309
land -0.000056 -0.001012 -0.001043
wrong_fragment -0.000357 -0.006430 -0.006627
urgent -0.000031 -0.000556 -0.000573
hot -0.000454 -0.007632 -0.008428
num_failed_logins -0.000045 -0.000819 -0.000844
logged_in -0.003225 -0.057011 -0.059926
num_compromised -0.000148 -0.000035 -0.002754
root_shell -0.000146 -0.002633 -0.002714
su_attempted -0.000097 -0.001756 -0.001810
num_root -0.000183 -0.000953 -0.003405
num_file_creations -0.000116 -0.002086 -0.002150
num_shells -0.000025 -0.000453 -0.000467
num_access_files -0.000078 -0.001411 -0.001454
num_outbound_cmds NaN NaN NaN
is_host_login -0.000011 -0.000202 -0.000209
is_guest_login -0.000389 -0.007008 -0.007222
count 0.014820 0.091088 0.095139
srv_count -0.001467 -0.014892 -0.016093
serror_rate -0.001379 0.078679 0.086582
srv_serror_rate 0.001939 0.078648 0.086789
rerror_rate 0.009327 0.021590 0.016946
srv_rerror_rate 0.004664 0.020888 0.016568
same_srv_rate -0.005990 -0.094193 -0.099358
diff_srv_rate 0.020705 0.001758 0.002805
srv_diff_host_rate -0.001492 -0.025810 -0.027736
dst_host_count 0.002926 0.049933 0.054203
dst_host_srv_count -0.004127 -0.068147 -0.069628
... ... ... ...
service__remote_job -0.000099 -0.001788 -0.001843
service__rje -0.000104 -0.001878 -0.001935
service__shell -0.000091 -0.001633 -0.001683
service__smtp -0.000989 -0.017837 -0.018383
service__sql_net -0.000176 -0.003172 -0.003269
service__ssh -0.000198 -0.003574 -0.003684
service__sunrpc -0.000219 -0.003957 -0.004079
service__supdup -0.000262 -0.004732 -0.004877
service__systat -0.000246 -0.004430 -0.004565
service__telnet -0.000550 -0.009913 -0.010216
service__tftp_u -0.000019 -0.000351 -0.000361
service__tim_i -0.000032 -0.000573 -0.000590
service__time -0.000288 -0.005191 -0.005349
service__urh_i -0.000036 -0.000640 -0.000660
service__urp_i -0.000276 -0.004979 -0.005131
service__uucp -0.000315 -0.005671 -0.005845
service__uucp_path -0.000295 -0.005328 -0.005491
service__vmnet -0.000280 -0.005041 -0.005195
service__whois -0.000296 -0.005344 -0.005507
flag__OTH -0.000076 -0.001373 -0.001415
flag__REJ 0.005744 0.029345 0.024486
flag__RSTO -0.000446 -0.007047 -0.008297
flag__RSTOS0 -0.000114 -0.002055 -0.002118
flag__RSTR -0.000558 -0.006013 -0.004870
flag__S0 0.001989 0.077703 0.087450
flag__S1 -0.000215 -0.001807 -0.003992
flag__S2 -0.000127 -0.002283 -0.002352
flag__S3 -0.000079 -0.001417 -0.001461
flag__SF -0.004829 -0.084814 -0.089742
flag__SH -0.000185 0.008648 -0.001112
service__klogin service__kshell service__ldap \
duration -0.011391 -0.009101 -0.012025
src_bytes -0.062902 -0.052242 -0.061203
dst_bytes -0.051003 -0.042360 -0.049626
land -0.000827 -0.000687 -0.000805
wrong_fragment -0.005255 -0.004365 -0.005113
urgent -0.000454 -0.000377 -0.000442
hot -0.006684 -0.005552 -0.006504
num_failed_logins -0.000669 -0.000556 -0.000651
logged_in -0.047527 -0.039473 -0.046243
num_compromised -0.002184 -0.001814 -0.002125
root_shell -0.002153 -0.001788 -0.002094
su_attempted -0.001435 -0.001192 -0.001396
num_root -0.002701 -0.002243 -0.002628
num_file_creations -0.001705 -0.001416 -0.001659
num_shells -0.000370 -0.000307 -0.000360
num_access_files -0.001153 -0.000958 -0.001122
num_outbound_cmds NaN NaN NaN
is_host_login -0.000165 -0.000137 -0.000161
is_guest_login -0.005728 -0.004757 -0.005573
count 0.015289 0.011786 0.034585
srv_count -0.012925 -0.010447 -0.012796
serror_rate 0.072028 0.053417 0.063806
srv_serror_rate 0.072420 0.053841 0.063972
rerror_rate 0.008791 0.016211 0.017292
srv_rerror_rate 0.008184 0.015508 0.016930
same_srv_rate -0.065435 -0.058640 -0.072039
diff_srv_rate 0.002917 0.003019 0.003299
srv_diff_host_rate -0.021998 -0.018270 -0.021403
dst_host_count 0.043127 0.035819 0.041407
dst_host_srv_count -0.055211 -0.045641 -0.053995
... ... ... ...
service__remote_job -0.001462 -0.001214 -0.001422
service__rje -0.001535 -0.001275 -0.001494
service__shell -0.001334 -0.001108 -0.001298
service__smtp -0.014580 -0.012109 -0.014186
service__sql_net -0.002593 -0.002153 -0.002522
service__ssh -0.002922 -0.002427 -0.002843
service__sunrpc -0.003235 -0.002687 -0.003147
service__supdup -0.003868 -0.003212 -0.003763
service__systat -0.003621 -0.003007 -0.003523
service__telnet -0.008103 -0.006729 -0.007884
service__tftp_u -0.000287 -0.000238 -0.000279
service__tim_i -0.000468 -0.000389 -0.000455
service__time -0.004243 -0.003524 -0.004128
service__urh_i -0.000523 -0.000435 -0.000509
service__urp_i -0.004070 -0.003380 -0.003960
service__uucp -0.004636 -0.003850 -0.004510
service__uucp_path -0.004355 -0.003617 -0.004238
service__vmnet -0.004120 -0.003422 -0.004009
service__whois -0.004368 -0.003628 -0.004250
flag__OTH -0.001122 -0.000932 -0.001092
flag__REJ 0.014463 0.021373 0.024179
flag__RSTO -0.006581 -0.005465 -0.006403
flag__RSTOS0 -0.001680 -0.001395 -0.001635
flag__RSTR -0.005257 -0.003263 -0.004953
flag__S0 0.072830 0.054073 0.064359
flag__S1 -0.003166 -0.002629 -0.003080
flag__S2 -0.001866 -0.001550 -0.001815
flag__S3 -0.001159 -0.000962 -0.001127
flag__SF -0.071174 -0.059113 -0.069251
flag__SH 0.000201 0.001256 0.000355
service__link service__login service__mtp \
duration -0.011872 -0.009974 -0.011325
src_bytes -0.065893 -0.061925 -0.063338
dst_bytes -0.053428 -0.050056 -0.051357
land -0.000867 -0.000824 -0.000833
wrong_fragment -0.005505 -0.005231 -0.005292
urgent -0.000476 0.028003 -0.000457
hot -0.007002 -0.006653 -0.006731
num_failed_logins -0.000701 -0.000666 -0.000674
logged_in -0.049787 -0.046470 -0.047856
num_compromised -0.002288 -0.002174 -0.002199
root_shell -0.002255 -0.002143 -0.002167
su_attempted -0.001503 -0.001428 -0.001445
num_root -0.002829 -0.002688 -0.002719
num_file_creations -0.001786 -0.001697 -0.001717
num_shells -0.000388 -0.000368 -0.000373
num_access_files -0.001208 -0.001148 -0.001161
num_outbound_cmds NaN NaN NaN
is_host_login -0.000173 -0.000165 -0.000167
is_guest_login -0.006000 -0.005701 -0.005768
count 0.072725 0.017335 0.068720
srv_count -0.014216 -0.013041 -0.014031
serror_rate 0.064241 0.069107 0.065375
srv_serror_rate 0.064849 0.069138 0.065590
rerror_rate 0.024798 0.011498 0.018803
srv_rerror_rate 0.023786 0.010110 0.018368
same_srv_rate -0.081008 -0.069109 -0.077234
diff_srv_rate 0.003175 0.004927 0.003317
srv_diff_host_rate -0.023044 -0.021895 -0.022150
dst_host_count 0.043221 0.042232 0.040809
dst_host_srv_count -0.058310 -0.055192 -0.056234
... ... ... ...
service__remote_job -0.001531 -0.001455 -0.001472
service__rje -0.001608 -0.001528 -0.001546
service__shell -0.001398 -0.001328 -0.001344
service__smtp -0.015273 -0.014512 -0.014681
service__sql_net -0.002716 -0.002580 -0.002610
service__ssh -0.003061 -0.002908 -0.002942
service__sunrpc -0.003389 -0.003220 -0.003257
service__supdup -0.004052 -0.003850 -0.003895
service__systat -0.003793 -0.003604 -0.003646
service__telnet -0.008488 -0.008065 -0.008159
service__tftp_u -0.000300 -0.000285 -0.000289
service__tim_i -0.000490 -0.000466 -0.000471
service__time -0.004444 -0.004223 -0.004272
service__urh_i -0.000548 -0.000521 -0.000527
service__urp_i -0.004263 -0.004051 -0.004098
service__uucp -0.004856 -0.004614 -0.004668
service__uucp_path -0.004562 -0.004335 -0.004385
service__vmnet -0.004316 -0.004101 -0.004149
service__whois -0.004576 -0.004348 -0.004398
flag__OTH -0.001176 -0.001117 -0.001130
flag__REJ 0.031197 -0.018290 0.023565
flag__RSTO -0.006893 0.083338 -0.006626
flag__RSTOS0 -0.001760 -0.001672 0.003021
flag__RSTR -0.002952 -0.005205 -0.000429
flag__S0 0.065315 0.069850 0.065810
flag__S1 -0.003316 -0.003151 -0.003188
flag__S2 -0.001954 -0.001857 -0.001879
flag__S3 -0.001214 -0.001153 -0.001167
flag__SF -0.074558 -0.069455 -0.071667
flag__SH -0.000061 -0.002714 0.000162
service__name service__netbios_dgm service__netbios_ns \
duration -0.011509 -0.010818 -0.009836
src_bytes -0.064200 -0.060827 -0.056290
dst_bytes -0.052056 -0.049321 -0.045642
land -0.000845 -0.000800 -0.000740
wrong_fragment -0.005364 -0.005082 -0.004703
urgent -0.000464 -0.000439 -0.000407
hot -0.006822 -0.006464 -0.005982
num_failed_logins -0.000683 -0.000647 -0.000599
logged_in -0.048508 -0.045960 -0.042532
num_compromised -0.002229 -0.002112 -0.001955
root_shell -0.002197 -0.002082 -0.001926
su_attempted -0.001465 -0.001388 -0.001284
num_root -0.002756 -0.002612 -0.002417
num_file_creations -0.001740 -0.001649 -0.001526
num_shells -0.000378 -0.000358 -0.000331
num_access_files -0.001177 -0.001115 -0.001032
num_outbound_cmds NaN NaN NaN
is_host_login -0.000169 -0.000160 -0.000148
is_guest_login -0.005846 -0.005539 -0.005126
count 0.064911 0.059351 0.051786
srv_count -0.014424 -0.013575 -0.012378
serror_rate 0.060774 0.064330 0.056076
srv_serror_rate 0.060980 0.064493 0.056236
rerror_rate 0.026640 0.015674 0.019523
srv_rerror_rate 0.026219 0.015564 0.019163
same_srv_rate -0.078438 -0.075576 -0.067451
diff_srv_rate 0.005118 0.005027 0.003898
srv_diff_host_rate -0.022452 -0.021272 -0.019685
dst_host_count 0.041429 0.041268 0.038405
dst_host_srv_count -0.057138 -0.054342 -0.050011
... ... ... ...
service__remote_job -0.001492 -0.001414 -0.001308
service__rje -0.001567 -0.001484 -0.001374
service__shell -0.001362 -0.001290 -0.001194
service__smtp -0.014881 -0.014099 -0.013047
service__sql_net -0.002646 -0.002507 -0.002320
service__ssh -0.002982 -0.002825 -0.002615
service__sunrpc -0.003301 -0.003128 -0.002895
service__supdup -0.003948 -0.003740 -0.003461
service__systat -0.003695 -0.003501 -0.003240
service__telnet -0.008270 -0.007835 -0.007251
service__tftp_u -0.000293 -0.000277 -0.000256
service__tim_i -0.000478 -0.000453 -0.000419
service__time -0.004330 -0.004103 -0.003797
service__urh_i -0.000534 -0.000506 -0.000468
service__urp_i -0.004154 -0.003935 -0.003642
service__uucp -0.004731 -0.004483 -0.004148
service__uucp_path -0.004445 -0.004212 -0.003898
service__vmnet -0.004205 -0.003984 -0.003687
service__whois -0.004458 -0.004224 -0.003909
flag__OTH -0.001146 -0.001085 -0.001004
flag__REJ 0.032545 0.020610 0.024478
flag__RSTO -0.006716 -0.006364 -0.005889
flag__RSTOS0 0.002935 -0.001625 -0.001503
flag__RSTR -0.000646 -0.000800 -0.000738
flag__S0 0.061272 0.064873 0.056542
flag__S1 -0.003231 -0.003061 -0.002833
flag__S2 -0.001904 -0.001804 -0.001670
flag__S3 -0.001182 -0.001120 -0.001037
flag__SF -0.072643 -0.068826 -0.063693
flag__SH 0.000085 0.000390 0.000829
service__netbios_ssn service__netstat service__nnsp \
duration -0.009949 -0.010027 -0.014669
src_bytes -0.057231 -0.057338 -0.075933
dst_bytes -0.046621 -0.046492 -0.061569
land -0.000756 -0.000754 -0.000999
wrong_fragment -0.004804 -0.004791 -0.006344
urgent -0.000415 -0.000414 -0.000548
hot -0.006110 -0.006093 -0.008069
num_failed_logins -0.000612 -0.000610 -0.000808
logged_in -0.043141 -0.043323 -0.057373
num_compromised -0.001996 -0.001991 -0.002637
root_shell -0.001968 -0.001962 -0.002598
su_attempted -0.001312 -0.001308 -0.001732
num_root -0.002469 -0.002462 -0.003260
num_file_creations -0.001559 -0.001554 -0.002059
num_shells -0.000338 -0.000337 -0.000447
num_access_files -0.001054 -0.001051 -0.001392
num_outbound_cmds NaN NaN NaN
is_host_login -0.000151 -0.000151 -0.000200
is_guest_login -0.005236 -0.005221 -0.006915
count 0.057667 0.052975 0.022443
srv_count -0.012601 -0.012641 -0.016583
serror_rate 0.059852 0.066266 0.080610
srv_serror_rate 0.059960 0.066468 0.080817
rerror_rate 0.016335 0.007093 0.019447
srv_rerror_rate 0.014723 0.006834 0.019004
same_srv_rate -0.070025 -0.070441 -0.089806
diff_srv_rate 0.006246 0.005296 0.002444
srv_diff_host_rate -0.020108 -0.020052 -0.026555
dst_host_count 0.039246 0.038013 0.051147
dst_host_srv_count -0.051031 -0.051082 -0.066833
... ... ... ...
service__remote_job -0.001336 -0.001333 -0.001765
service__rje -0.001403 -0.001399 -0.001853
service__shell -0.001220 -0.001216 -0.001611
service__smtp -0.013327 -0.013290 -0.017600
service__sql_net -0.002370 -0.002363 -0.003130
service__ssh -0.002671 -0.002663 -0.003527
service__sunrpc -0.002957 -0.002949 -0.003905
service__supdup -0.003535 -0.003526 -0.004669
service__systat -0.003310 -0.003300 -0.004371
service__telnet -0.007406 -0.007386 -0.009781
service__tftp_u -0.000262 -0.000261 -0.000346
service__tim_i -0.000428 -0.000427 -0.000565
service__time -0.003878 -0.003867 -0.005122
service__urh_i -0.000478 -0.000477 -0.000632
service__urp_i -0.003720 -0.003710 -0.004913
service__uucp -0.004237 -0.004226 -0.005596
service__uucp_path -0.003981 -0.003970 -0.005258
service__vmnet -0.003766 -0.003756 -0.004974
service__whois -0.003993 -0.003982 -0.005273
flag__OTH -0.001026 -0.001023 -0.001355
flag__REJ 0.019108 0.009861 0.027966
flag__RSTO -0.004675 -0.005999 -0.007944
flag__RSTOS0 -0.001536 0.003671 -0.002028
flag__RSTR -0.001034 0.000088 -0.006645
flag__S0 0.060285 0.066619 0.081431
flag__S1 -0.002894 -0.002886 -0.003822
flag__S2 -0.001705 -0.001701 -0.002252
flag__S3 -0.001059 -0.001056 -0.001399
flag__SF -0.064153 -0.064879 -0.085919
flag__SH 0.000708 0.000724 -0.000863
service__nntp service__ntp_u service__other \
duration -0.008162 0.001671 0.440363
src_bytes -0.051489 0.008093 0.002900
dst_bytes -0.042147 0.008130 -0.073083
land -0.000684 -0.000515 -0.002667
wrong_fragment -0.004343 -0.003270 -0.016942
urgent -0.000375 -0.000283 -0.001465
hot -0.005524 -0.004159 -0.020810
num_failed_logins -0.000553 -0.000417 -0.002158
logged_in -0.037598 -0.029573 -0.130385
num_compromised -0.001805 -0.001359 -0.007041
root_shell -0.001779 -0.001339 -0.006939
su_attempted -0.001186 -0.000893 -0.004626
num_root -0.002232 -0.001680 -0.008706
num_file_creations -0.001409 -0.001061 -0.004640
num_shells -0.000306 -0.000230 -0.001193
num_access_files -0.000953 -0.000718 -0.003717
num_outbound_cmds NaN NaN NaN
is_host_login -0.000137 -0.000103 -0.000533
is_guest_login -0.004733 -0.003564 -0.018465
count 0.043143 -0.025987 0.087480
srv_count -0.011210 -0.013431 -0.002187
serror_rate 0.060548 -0.023286 -0.101462
srv_serror_rate 0.060659 -0.023093 -0.107882
rerror_rate 0.004002 -0.013680 0.116016
srv_rerror_rate 0.002599 -0.013683 0.122893
same_srv_rate -0.061874 0.014405 -0.040036
diff_srv_rate 0.008380 0.013688 0.318778
srv_diff_host_rate -0.018178 -0.011176 -0.070912
dst_host_count 0.034217 -0.021860 0.103506
dst_host_srv_count -0.046159 -0.025095 -0.162190
... ... ... ...
service__remote_job -0.001208 -0.000910 -0.004712
service__rje -0.001268 -0.000955 -0.004948
service__shell -0.001103 -0.000830 -0.004302
service__smtp -0.012048 -0.009072 -0.047000
service__sql_net -0.002142 -0.001613 -0.008357
service__ssh -0.002414 -0.001818 -0.009418
service__sunrpc -0.002673 -0.002013 -0.010428
service__supdup -0.003196 -0.002407 -0.012468
service__systat -0.002992 -0.002253 -0.011672
service__telnet -0.006696 -0.005042 -0.026120
service__tftp_u -0.000237 -0.000178 -0.000924
service__tim_i -0.000387 -0.000291 -0.001509
service__time -0.003506 -0.002640 -0.013677
service__urh_i -0.000432 -0.000326 -0.001687
service__urp_i -0.003363 -0.002532 -0.013119
service__uucp -0.003831 -0.002884 -0.014944
service__uucp_path -0.003599 -0.002710 -0.014040
service__vmnet -0.003405 -0.002564 -0.013282
service__whois -0.003609 -0.002718 -0.014081
flag__OTH 0.007654 -0.000698 0.000928
flag__REJ -0.013459 -0.011434 0.086001
flag__RSTO 0.043455 -0.004095 -0.018466
flag__RSTOS0 -0.001388 -0.001045 -0.005416
flag__RSTR -0.000822 -0.005115 0.126612
flag__S0 0.061247 -0.022600 -0.106501
flag__S1 -0.002616 -0.001970 -0.004549
flag__S2 -0.001542 -0.001161 -0.000540
flag__S3 -0.000957 -0.000721 -0.001532
flag__SF -0.057145 0.030154 0.017580
flag__SH -0.002253 -0.001697 -0.008791
service__pm_dump service__pop_2 service__pop_3 \
duration -0.001326 -0.001801 -0.000695
src_bytes 0.001212 -0.026278 -0.007068
dst_bytes 0.005050 -0.020719 0.016438
land -0.000089 -0.000351 -0.000646
wrong_fragment -0.000564 -0.002227 -0.004101
urgent -0.000049 -0.000193 -0.000355
hot -0.000717 -0.002833 -0.005216
num_failed_logins -0.000072 -0.000284 -0.000522
logged_in -0.005099 -0.019491 0.029295
num_compromised -0.000234 -0.000926 -0.001704
root_shell -0.000231 -0.000912 0.003063
su_attempted -0.000154 -0.000608 -0.001120
num_root -0.000290 -0.001145 -0.000942
num_file_creations -0.000183 -0.000723 -0.001331
num_shells -0.000040 -0.000157 -0.000289
num_access_files -0.000124 -0.000489 -0.000900
num_outbound_cmds NaN NaN NaN
is_host_login -0.000018 -0.000070 -0.000129
is_guest_login -0.000614 -0.002428 -0.004470
count 0.002338 0.030395 -0.009498
srv_count -0.002319 -0.006061 -0.015345
serror_rate -0.003789 0.019971 -0.008155
srv_serror_rate -0.003981 0.019964 -0.007990
rerror_rate 0.007079 0.017411 -0.003255
srv_rerror_rate -0.002359 0.016316 -0.004823
same_srv_rate -0.006949 -0.030946 0.001976
diff_srv_rate 0.032737 0.004269 0.019643
srv_diff_host_rate -0.002360 -0.009323 -0.017165
dst_host_count -0.000695 0.018124 -0.009892
dst_host_srv_count -0.006525 -0.023883 -0.045480
... ... ... ...
service__remote_job -0.000157 -0.000620 -0.001141
service__rje -0.000165 -0.000651 -0.001198
service__shell -0.000143 -0.000566 -0.001041
service__smtp -0.001564 -0.006179 -0.011377
service__sql_net -0.000278 -0.001099 -0.002023
service__ssh -0.000313 -0.001238 -0.002280
service__sunrpc -0.000347 -0.001371 -0.002524
service__supdup -0.000415 -0.001639 -0.003018
service__systat -0.000388 -0.001535 -0.002825
service__telnet -0.000869 -0.003434 -0.006322
service__tftp_u -0.000031 -0.000121 -0.000224
service__tim_i -0.000050 -0.000198 -0.000365
service__time -0.000455 -0.001798 -0.003311
service__urh_i -0.000056 -0.000222 -0.000408
service__urp_i -0.000437 -0.001725 -0.003176
service__uucp -0.000497 -0.001965 -0.003617
service__uucp_path -0.000467 -0.001846 -0.003398
service__vmnet -0.000442 -0.001746 -0.003215
service__whois -0.000469 -0.001851 -0.003408
flag__OTH -0.000120 -0.000476 -0.000876
flag__REJ -0.001971 0.016846 -0.013730
flag__RSTO -0.000706 -0.002789 0.019963
flag__RSTOS0 -0.000180 -0.000712 -0.001311
flag__RSTR -0.000882 0.005813 0.001171
flag__S0 -0.003896 0.020274 -0.007775
flag__S1 -0.000340 -0.001342 0.000759
flag__S2 -0.000200 -0.000791 -0.001456
flag__S3 -0.000124 -0.000491 -0.000904
flag__SF 0.005199 -0.028865 0.010586
flag__SH -0.000293 -0.001156 -0.002128
service__printer service__private service__red_i \
duration -0.002123 -0.006365 -0.001677
src_bytes -0.024465 -0.428692 0.003467
dst_bytes -0.019266 -0.371599 -0.006921
land -0.000330 -0.006455 -0.000112
wrong_fragment -0.002095 0.178957 -0.000713
urgent -0.000181 -0.003544 -0.000062
hot -0.002664 -0.052142 -0.000907
num_failed_logins -0.000267 -0.005222 -0.000091
logged_in -0.018251 -0.370490 -0.006449
num_compromised -0.000871 -0.017038 -0.000296
root_shell -0.000858 -0.016791 -0.000292
su_attempted -0.000572 -0.011195 -0.000195
num_root -0.001076 -0.021067 -0.000366
num_file_creations -0.000680 -0.013303 -0.000231
num_shells -0.000147 -0.002886 -0.000050
num_access_files -0.000460 -0.008995 -0.000156
num_outbound_cmds NaN NaN NaN
is_host_login -0.000066 -0.001291 -0.000022
is_guest_login -0.002283 -0.044682 -0.000777
count 0.006808 0.192818 -0.005479
srv_count -0.005778 -0.106217 -0.002454
serror_rate 0.024820 0.324702 -0.005078
srv_serror_rate 0.025432 0.322777 -0.005036
rerror_rate 0.008802 0.182022 -0.002983
srv_rerror_rate 0.005911 0.182862 -0.002984
same_srv_rate -0.027292 -0.414867 0.006147
diff_srv_rate 0.008146 0.163986 -0.002787
srv_diff_host_rate -0.008769 -0.171597 -0.002985
dst_host_count 0.017191 0.243731 -0.004159
dst_host_srv_count -0.022382 -0.390507 -0.007939
... ... ... ...
service__remote_job -0.000583 -0.011403 -0.000198
service__rje -0.000612 -0.011974 -0.000208
service__shell -0.000532 -0.010409 -0.000181
service__smtp -0.005812 -0.113732 -0.001978
service__sql_net -0.001033 -0.020223 -0.000352
service__ssh -0.001165 -0.022791 -0.000396
service__sunrpc -0.001289 -0.025233 -0.000439
service__supdup -0.001542 -0.030171 -0.000525
service__systat -0.001443 -0.028244 -0.000491
service__telnet -0.003230 -0.063206 -0.001099
service__tftp_u -0.000114 -0.002236 -0.000039
service__tim_i -0.000187 -0.003651 -0.000064
service__time -0.001691 -0.033095 -0.000576
service__urh_i -0.000209 -0.004082 -0.000071
service__urp_i -0.001622 -0.031746 -0.000552
service__uucp -0.001848 -0.036161 -0.000629
service__uucp_path -0.001736 -0.033974 -0.000591
service__vmnet -0.001642 -0.032141 -0.000559
service__whois -0.001741 -0.034073 -0.000593
flag__OTH -0.000447 0.020870 -0.000152
flag__REJ -0.007325 0.148327 -0.002494
flag__RSTO 0.031102 -0.037883 -0.000893
flag__RSTOS0 -0.000670 0.040437 -0.000228
flag__RSTR 0.004137 0.150105 -0.001116
flag__S0 0.024960 0.316295 -0.004929
flag__S1 0.005050 -0.024306 -0.000430
flag__S2 -0.000744 -0.014554 -0.000253
flag__S3 -0.000462 -0.009037 -0.000157
flag__SF -0.026989 -0.414409 0.006576
flag__SH -0.001087 0.078726 -0.000370
service__remote_job service__rje service__shell \
duration -0.002893 -0.003268 0.000200
src_bytes -0.026660 -0.027994 -0.020577
dst_bytes -0.021617 -0.022699 -0.019187
land -0.000351 -0.000368 -0.000320
wrong_fragment -0.002227 -0.002339 -0.002033
urgent -0.000193 -0.000202 -0.000176
hot -0.002833 -0.002975 -0.002586
num_failed_logins -0.000284 -0.000298 -0.000259
logged_in -0.020143 -0.021152 -0.016958
num_compromised -0.000926 -0.000972 -0.000845
root_shell -0.000912 -0.000958 -0.000833
su_attempted -0.000608 -0.000639 -0.000555
num_root -0.001145 -0.001202 0.001915
num_file_creations -0.000723 -0.000759 -0.000660
num_shells -0.000157 -0.000165 -0.000143
num_access_files -0.000489 -0.000513 -0.000446
num_outbound_cmds NaN NaN NaN
is_host_login -0.000070 -0.000074 -0.000064
is_guest_login -0.002428 -0.002549 -0.002216
count 0.022656 0.020242 0.005049
srv_count -0.006808 -0.006600 -0.005640
serror_rate 0.019485 0.020030 0.023347
srv_serror_rate 0.019729 0.020197 0.023176
rerror_rate 0.018995 0.020557 0.006788
srv_rerror_rate 0.018613 0.020263 0.002833
same_srv_rate -0.027056 -0.026816 -0.023512
diff_srv_rate 0.007153 0.006519 0.010530
srv_diff_host_rate -0.009323 -0.009790 -0.007165
dst_host_count 0.014631 0.014638 0.014007
dst_host_srv_count -0.024191 -0.025247 -0.021802
... ... ... ...
service__remote_job 1.000000 -0.000651 -0.000566
service__rje -0.000651 1.000000 -0.000594
service__shell -0.000566 -0.000594 1.000000
service__smtp -0.006179 -0.006489 -0.005641
service__sql_net -0.001099 -0.001154 -0.001003
service__ssh -0.001238 -0.001300 -0.001130
service__sunrpc -0.001371 -0.001440 -0.001251
service__supdup -0.001639 -0.001721 -0.001496
service__systat -0.001535 -0.001611 -0.001401
service__telnet -0.003434 -0.003606 -0.003135
service__tftp_u -0.000121 -0.000128 -0.000111
service__tim_i -0.000198 -0.000208 -0.000181
service__time -0.001798 -0.001888 -0.001641
service__urh_i -0.000222 -0.000233 -0.000202
service__urp_i -0.001725 -0.001811 -0.001574
service__uucp -0.001965 -0.002063 -0.001793
service__uucp_path -0.001846 -0.001938 -0.001685
service__vmnet -0.001746 -0.001834 -0.001594
service__whois -0.001851 -0.001944 -0.001690
flag__OTH -0.000476 -0.000500 -0.000434
flag__REJ 0.016846 0.019549 -0.007109
flag__RSTO -0.002789 -0.002929 0.022725
flag__RSTOS0 0.010453 -0.000748 -0.000650
flag__RSTR 0.010462 0.009623 0.004458
flag__S0 0.019561 0.020523 0.022674
flag__S1 -0.001342 -0.001409 0.005279
flag__S2 -0.000791 -0.000830 -0.000722
flag__S3 -0.000491 -0.000516 -0.000448
flag__SF -0.030165 -0.031676 -0.023263
flag__SH -0.001156 -0.001214 -0.001055
service__smtp service__sql_net service__ssh \
duration 0.017093 -0.007834 -0.006687
src_bytes 0.301912 -0.047280 -0.051361
dst_bytes 0.174791 -0.038336 -0.039757
land -0.003498 -0.000622 -0.000701
wrong_fragment -0.022215 -0.003950 -0.004452
urgent -0.001920 -0.000341 -0.000385
hot -0.026690 -0.005024 -0.005662
num_failed_logins -0.002830 -0.000503 -0.000567
logged_in 0.280872 -0.035724 -0.035353
num_compromised -0.009233 -0.001642 -0.001850
root_shell -0.009099 -0.001618 -0.001823
su_attempted -0.005315 -0.001079 -0.001216
num_root -0.011272 -0.002030 -0.002288
num_file_creations -0.004193 -0.001282 -0.001445
num_shells -0.001564 -0.000278 -0.000313
num_access_files 0.013041 -0.000867 -0.000977
num_outbound_cmds NaN NaN NaN
is_host_login -0.000699 -0.000124 -0.000140
is_guest_login -0.024212 -0.004305 -0.004852
count -0.169472 0.033630 0.042268
srv_count -0.088257 -0.009939 -0.011030
serror_rate -0.134246 0.044123 0.054069
srv_serror_rate -0.134960 0.044253 0.054266
rerror_rate -0.082362 0.019557 0.013555
srv_rerror_rate -0.083750 0.019658 0.013252
same_srv_rate 0.165906 -0.054570 -0.057632
diff_srv_rate -0.032985 0.008196 0.005110
srv_diff_host_rate 0.286783 -0.016534 -0.018634
dst_host_count -0.117860 0.032260 0.030447
dst_host_srv_count 0.026527 -0.041503 -0.046611
... ... ... ...
service__remote_job -0.006179 -0.001099 -0.001238
service__rje -0.006489 -0.001154 -0.001300
service__shell -0.005641 -0.001003 -0.001130
service__smtp 1.000000 -0.010959 -0.012350
service__sql_net -0.010959 1.000000 -0.002196
service__ssh -0.012350 -0.002196 1.000000
service__sunrpc -0.013673 -0.002431 -0.002740
service__supdup -0.016349 -0.002907 -0.003276
service__systat -0.015305 -0.002722 -0.003067
service__telnet -0.034250 -0.006090 -0.006863
service__tftp_u -0.001211 -0.000215 -0.000243
service__tim_i -0.001978 -0.000352 -0.000396
service__time -0.017934 -0.003189 -0.003594
service__urh_i -0.002212 -0.000393 -0.000443
service__urp_i -0.017203 -0.003059 -0.003447
service__uucp -0.019595 -0.003484 -0.003927
service__uucp_path -0.018410 -0.003274 -0.003689
service__vmnet -0.017417 -0.003097 -0.003490
service__whois -0.018464 -0.003283 -0.003700
flag__OTH -0.001191 0.008587 -0.000951
flag__REJ -0.077319 0.023489 0.010254
flag__RSTO -0.003275 -0.004946 0.011772
flag__RSTOS0 -0.004726 -0.001263 0.004173
flag__RSTR -0.033268 0.001695 0.000027
flag__S0 -0.133116 0.044393 0.054338
flag__S1 0.007459 -0.002380 -0.002682
flag__S2 0.014577 -0.001402 -0.001580
flag__S3 0.012319 -0.000871 -0.000981
flag__SF 0.175319 -0.053498 -0.058009
flag__SH -0.010794 0.001839 0.001143
service__sunrpc service__supdup service__systat \
duration -0.009812 -0.012855 -0.011898
src_bytes -0.058732 -0.070536 -0.066032
dst_bytes -0.047833 -0.057193 -0.053541
land -0.000776 -0.000928 -0.000869
wrong_fragment -0.004929 -0.005893 -0.005517
urgent -0.000426 -0.000509 -0.000477
hot -0.006269 -0.007496 -0.007017
num_failed_logins -0.000628 -0.000751 -0.000703
logged_in -0.044573 -0.053295 -0.049892
num_compromised -0.002048 -0.002449 -0.002293
root_shell -0.002019 -0.002414 -0.002260
su_attempted -0.001346 -0.001609 -0.001507
num_root -0.002533 -0.003028 -0.002835
num_file_creations -0.001599 -0.001912 -0.001790
num_shells -0.000347 -0.000415 -0.000388
num_access_files -0.001081 -0.001293 -0.001211
num_outbound_cmds NaN NaN NaN
is_host_login -0.000155 -0.000186 -0.000174
is_guest_login -0.005372 -0.006423 -0.006013
count 0.058096 0.065682 0.069034
srv_count -0.012033 -0.014656 -0.014077
serror_rate 0.061769 0.078550 0.070030
srv_serror_rate 0.061888 0.079167 0.070188
rerror_rate 0.015838 0.012895 0.016961
srv_rerror_rate 0.014217 0.011998 0.016651
same_srv_rate -0.071204 -0.086780 -0.082653
diff_srv_rate 0.003597 0.005948 0.004963
srv_diff_host_rate -0.020630 -0.024667 -0.023092
dst_host_count 0.040037 0.048100 0.044421
dst_host_srv_count -0.051912 -0.062080 -0.058504
... ... ... ...
service__remote_job -0.001371 -0.001639 -0.001535
service__rje -0.001440 -0.001721 -0.001611
service__shell -0.001251 -0.001496 -0.001401
service__smtp -0.013673 -0.016349 -0.015305
service__sql_net -0.002431 -0.002907 -0.002722
service__ssh -0.002740 -0.003276 -0.003067
service__sunrpc 1.000000 -0.003627 -0.003396
service__supdup -0.003627 1.000000 -0.004060
service__systat -0.003396 -0.004060 1.000000
service__telnet -0.007599 -0.009086 -0.008506
service__tftp_u -0.000269 -0.000321 -0.000301
service__tim_i -0.000439 -0.000525 -0.000491
service__time -0.003979 -0.004758 -0.004454
service__urh_i -0.000491 -0.000587 -0.000549
service__urp_i -0.003817 -0.004564 -0.004272
service__uucp -0.004347 -0.005198 -0.004866
service__uucp_path -0.004085 -0.004884 -0.004572
service__vmnet -0.003864 -0.004620 -0.004325
service__whois -0.004096 -0.004898 -0.004585
flag__OTH 0.006514 -0.001259 -0.001178
flag__REJ -0.017233 0.018050 0.021980
flag__RSTO 0.089193 -0.007379 -0.006908
flag__RSTOS0 -0.001576 -0.001884 0.002758
flag__RSTR -0.002445 -0.003046 -0.001099
flag__S0 0.062238 0.079698 0.070508
flag__S1 -0.002969 -0.003550 -0.003323
flag__S2 -0.001750 -0.002092 -0.001959
flag__S3 -0.001086 -0.001299 -0.001216
flag__SF -0.065866 -0.079812 -0.074716
flag__SH 0.000563 -0.000445 -0.000073
service__telnet service__tftp_u service__tim_i \
duration 0.155106 -0.001027 -0.001677
src_bytes -0.042051 -0.005227 0.007714
dst_bytes 0.021681 -0.004238 -0.006921
land 0.002219 -0.000069 -0.000112
wrong_fragment -0.012346 -0.000437 -0.000713
urgent 0.043828 -0.000038 -0.000062
hot -0.003155 -0.000555 -0.000907
num_failed_logins 0.075947 -0.000056 -0.000091
logged_in -0.011531 -0.003949 -0.006449
num_compromised 0.259488 -0.000181 -0.000296
root_shell 0.161539 -0.000179 -0.000292
su_attempted 0.175823 -0.000119 -0.000195
num_root 0.159280 -0.000224 -0.000366
num_file_creations 0.188248 -0.000142 -0.000231
num_shells 0.045666 -0.000031 -0.000050
num_access_files 0.111375 -0.000096 -0.000156
num_outbound_cmds NaN NaN NaN
is_host_login 0.020422 -0.000014 -0.000022
is_guest_login -0.012849 -0.000476 -0.000777
count -0.029845 -0.001667 -0.005680
srv_count -0.040446 -0.001729 -0.002892
serror_rate 0.084928 -0.003110 -0.005078
srv_serror_rate 0.085626 -0.003084 -0.005036
rerror_rate -0.010158 -0.001827 -0.002983
srv_rerror_rate -0.011440 -0.001827 -0.002984
same_srv_rate -0.027391 -0.006856 0.004107
diff_srv_rate 0.008018 0.001271 -0.001682
srv_diff_host_rate -0.051450 -0.001828 -0.002985
dst_host_count 0.005787 -0.005763 -0.011861
dst_host_srv_count -0.111195 -0.005010 -0.008209
... ... ... ...
service__remote_job -0.003434 -0.000121 -0.000198
service__rje -0.003606 -0.000128 -0.000208
service__shell -0.003135 -0.000111 -0.000181
service__smtp -0.034250 -0.001211 -0.001978
service__sql_net -0.006090 -0.000215 -0.000352
service__ssh -0.006863 -0.000243 -0.000396
service__sunrpc -0.007599 -0.000269 -0.000439
service__supdup -0.009086 -0.000321 -0.000525
service__systat -0.008506 -0.000301 -0.000491
service__telnet 1.000000 -0.000673 -0.001099
service__tftp_u -0.000673 1.000000 -0.000039
service__tim_i -0.001099 -0.000039 1.000000
service__time -0.009967 -0.000353 -0.000576
service__urh_i -0.001229 -0.000043 -0.000071
service__urp_i -0.009560 -0.000338 -0.000552
service__uucp -0.010890 -0.000385 -0.000629
service__uucp_path -0.010231 -0.000362 -0.000591
service__vmnet -0.009679 -0.000342 -0.000559
service__whois -0.010261 -0.000363 -0.000593
flag__OTH 0.006570 -0.000093 -0.000152
flag__REJ -0.043168 -0.001527 -0.002494
flag__RSTO 0.085742 -0.000547 -0.000893
flag__RSTOS0 0.000156 -0.000140 -0.000228
flag__RSTR -0.006500 -0.000683 -0.001116
flag__S0 0.077204 -0.003018 -0.004929
flag__S1 0.071104 -0.000263 -0.000430
flag__S2 -0.004383 -0.000155 -0.000253
flag__S3 0.009173 -0.000096 -0.000157
flag__SF -0.070453 0.004027 0.006576
flag__SH -0.005140 -0.000227 -0.000370
service__time service__urh_i service__urp_i \
duration -0.010725 -0.001875 -0.014583
src_bytes -0.077175 0.001366 0.037179
dst_bytes -0.059407 -0.007738 -0.060179
land -0.001018 -0.000126 -0.000976
wrong_fragment -0.006465 -0.000797 -0.006201
urgent -0.000559 -0.000069 -0.000536
hot -0.008222 -0.001014 -0.007887
num_failed_logins -0.000823 -0.000102 -0.000790
logged_in -0.057784 -0.007211 -0.056078
num_compromised -0.002687 -0.000331 -0.002577
root_shell -0.002648 -0.000327 -0.002540
su_attempted -0.001765 -0.000218 -0.001693
num_root -0.003322 -0.000410 -0.003186
num_file_creations -0.002098 -0.000259 -0.002012
num_shells -0.000455 -0.000056 -0.000437
num_access_files -0.001418 -0.000175 -0.001361
num_outbound_cmds NaN NaN NaN
is_host_login -0.000204 -0.000025 -0.000195
is_guest_login -0.007046 -0.000869 -0.006758
count 0.064475 -0.006443 -0.044219
srv_count -0.017801 -0.003280 -0.023765
serror_rate 0.065154 -0.005678 -0.044155
srv_serror_rate 0.065421 -0.005630 -0.043789
rerror_rate 0.017418 -0.003336 -0.025941
srv_rerror_rate 0.016125 -0.003336 -0.025946
same_srv_rate -0.075759 0.004501 -0.037059
diff_srv_rate 0.001123 0.006767 0.154360
srv_diff_host_rate -0.027058 -0.003337 -0.020439
dst_host_count 0.028989 -0.003292 0.042381
dst_host_srv_count -0.068145 -0.006564 -0.057437
... ... ... ...
service__remote_job -0.001798 -0.000222 -0.001725
service__rje -0.001888 -0.000233 -0.001811
service__shell -0.001641 -0.000202 -0.001574
service__smtp -0.017934 -0.002212 -0.017203
service__sql_net -0.003189 -0.000393 -0.003059
service__ssh -0.003594 -0.000443 -0.003447
service__sunrpc -0.003979 -0.000491 -0.003817
service__supdup -0.004758 -0.000587 -0.004564
service__systat -0.004454 -0.000549 -0.004272
service__telnet -0.009967 -0.001229 -0.009560
service__tftp_u -0.000353 -0.000043 -0.000338
service__tim_i -0.000576 -0.000071 -0.000552
service__time 1.000000 -0.000644 -0.005006
service__urh_i -0.000644 1.000000 -0.000617
service__urp_i -0.005006 -0.000617 1.000000
service__uucp -0.005702 -0.000703 -0.005470
service__uucp_path -0.005357 -0.000661 -0.005139
service__vmnet -0.005068 -0.000625 -0.004861
service__whois -0.005373 -0.000663 -0.005154
flag__OTH -0.001381 -0.000170 -0.001324
flag__REJ -0.022603 -0.002788 -0.021682
flag__RSTO 0.110689 -0.000998 -0.007764
flag__RSTOS0 0.005663 -0.000255 -0.001982
flag__RSTR -0.005285 -0.001247 -0.009700
flag__S0 0.065451 -0.005510 -0.042854
flag__S1 -0.003894 -0.000480 -0.003735
flag__S2 0.008147 -0.000283 -0.002201
flag__S3 0.004177 -0.000176 -0.001367
flag__SF -0.070897 0.007352 0.057178
flag__SH 0.003798 -0.000414 -0.003217
service__uucp service__uucp_path service__vmnet \
duration -0.015743 -0.014581 -0.013847
src_bytes -0.084359 -0.079428 -0.075141
dst_bytes -0.068460 -0.064403 -0.060928
land -0.001112 -0.001045 -0.000988
wrong_fragment -0.007063 -0.006636 -0.006278
urgent -0.000611 -0.000574 -0.000543
hot -0.008984 -0.008440 -0.007985
num_failed_logins -0.000900 -0.000845 -0.000800
logged_in -0.063256 -0.060014 -0.056775
num_compromised -0.002936 -0.002758 -0.002609
root_shell -0.002893 -0.002718 -0.002571
su_attempted -0.001929 -0.001812 -0.001714
num_root -0.003630 -0.003410 -0.003226
num_file_creations -0.002292 -0.002153 -0.002037
num_shells -0.000497 -0.000467 -0.000442
num_access_files -0.001550 -0.001456 -0.001378
num_outbound_cmds NaN NaN NaN
is_host_login -0.000222 -0.000209 -0.000198
is_guest_login -0.007698 -0.007233 -0.006842
count 0.023851 0.084555 0.080889
srv_count -0.018497 -0.016757 -0.016270
serror_rate 0.086666 0.083190 0.079336
srv_serror_rate 0.086853 0.083397 0.079542
rerror_rate 0.025344 0.021581 0.019842
srv_rerror_rate 0.024538 0.021119 0.019404
same_srv_rate -0.099511 -0.099349 -0.094373
diff_srv_rate 0.004646 0.003215 0.002192
srv_diff_host_rate -0.029565 -0.027777 -0.026278
dst_host_count 0.057724 0.054312 0.050318
dst_host_srv_count -0.074917 -0.069988 -0.066637
... ... ... ...
service__remote_job -0.001965 -0.001846 -0.001746
service__rje -0.002063 -0.001938 -0.001834
service__shell -0.001793 -0.001685 -0.001594
service__smtp -0.019595 -0.018410 -0.017417
service__sql_net -0.003484 -0.003274 -0.003097
service__ssh -0.003927 -0.003689 -0.003490
service__sunrpc -0.004347 -0.004085 -0.003864
service__supdup -0.005198 -0.004884 -0.004620
service__systat -0.004866 -0.004572 -0.004325
service__telnet -0.010890 -0.010231 -0.009679
service__tftp_u -0.000385 -0.000362 -0.000342
service__tim_i -0.000629 -0.000591 -0.000559
service__time -0.005702 -0.005357 -0.005068
service__urh_i -0.000703 -0.000661 -0.000625
service__urp_i -0.005470 -0.005139 -0.004861
service__uucp 1.000000 -0.005854 -0.005538
service__uucp_path -0.005854 1.000000 -0.005203
service__vmnet -0.005538 -0.005203 1.000000
service__whois -0.005871 -0.005516 -0.005218
flag__OTH -0.001509 0.004216 -0.001341
flag__REJ -0.023987 0.030048 0.027523
flag__RSTO 0.144787 -0.008309 -0.007861
flag__RSTOS0 -0.002258 -0.002121 -0.002007
flag__RSTR -0.008838 -0.005677 -0.004851
flag__S0 0.087592 0.084063 0.080144
flag__S1 -0.004255 -0.003998 -0.003782
flag__S2 -0.002507 -0.002356 -0.002229
flag__S3 -0.001557 -0.001463 -0.001384
flag__SF -0.095040 -0.089873 -0.085023
flag__SH -0.001481 -0.001120 -0.000803
service__whois flag__OTH flag__REJ flag__RSTO \
duration -0.014605 -0.004022 -0.064505 -0.005816
src_bytes -0.079659 -0.016707 -0.335120 -0.105012
dst_bytes -0.064591 -0.009900 -0.271728 -0.079745
land -0.001048 -0.000269 -0.004408 -0.001579
wrong_fragment -0.006656 -0.001710 -0.027999 -0.010027
urgent -0.000575 -0.000148 -0.002421 -0.000867
hot -0.008465 0.006769 -0.035612 -0.009321
num_failed_logins -0.000848 -0.000218 -0.003566 0.011655
logged_in -0.060189 -0.012918 -0.253209 -0.070580
num_compromised -0.002766 -0.000711 -0.011636 0.001339
root_shell -0.002726 -0.000701 -0.011468 -0.002147
su_attempted -0.001817 -0.000467 -0.007646 0.002028
num_root -0.003420 -0.000879 -0.014388 0.000282
num_file_creations -0.002160 -0.000555 -0.009085 0.002840
num_shells -0.000469 -0.000120 -0.001971 -0.000706
num_access_files -0.001460 -0.000375 -0.006144 -0.000307
num_outbound_cmds NaN NaN NaN NaN
is_host_login -0.000210 -0.000054 -0.000882 -0.000316
is_guest_login -0.007254 0.006737 -0.030516 -0.007216
count 0.080997 -0.013770 0.199033 0.064743
srv_count -0.017439 -0.006830 -0.092602 -0.029869
serror_rate 0.084697 -0.011955 -0.189105 -0.071002
srv_serror_rate 0.084927 -0.011752 -0.196510 -0.070592
rerror_rate 0.020166 -0.007155 0.835068 0.299639
srv_rerror_rate 0.019737 -0.007156 0.841012 0.295556
same_srv_rate -0.098947 0.014741 -0.235683 -0.107222
diff_srv_rate 0.004848 -0.006683 0.309899 0.010388
srv_diff_host_rate -0.027858 -0.005208 -0.049707 -0.036873
dst_host_count 0.052795 -0.003765 0.028195 0.050987
dst_host_srv_count -0.070725 -0.014063 -0.181486 -0.091482
... ... ... ... ...
service__remote_job -0.001851 -0.000476 0.016846 -0.002789
service__rje -0.001944 -0.000500 0.019549 -0.002929
service__shell -0.001690 -0.000434 -0.007109 0.022725
service__smtp -0.018464 -0.001191 -0.077319 -0.003275
service__sql_net -0.003283 0.008587 0.023489 -0.004946
service__ssh -0.003700 -0.000951 0.010254 0.011772
service__sunrpc -0.004096 0.006514 -0.017233 0.089193
service__supdup -0.004898 -0.001259 0.018050 -0.007379
service__systat -0.004585 -0.001178 0.021980 -0.006908
service__telnet -0.010261 0.006570 -0.043168 0.085742
service__tftp_u -0.000363 -0.000093 -0.001527 -0.000547
service__tim_i -0.000593 -0.000152 -0.002494 -0.000893
service__time -0.005373 -0.001381 -0.022603 0.110689
service__urh_i -0.000663 -0.000170 -0.002788 -0.000998
service__urp_i -0.005154 -0.001324 -0.021682 -0.007764
service__uucp -0.005871 -0.001509 -0.023987 0.144787
service__uucp_path -0.005516 0.004216 0.030048 -0.008309
service__vmnet -0.005218 -0.001341 0.027523 -0.007861
service__whois 1.000000 -0.001421 0.027568 -0.008334
flag__OTH -0.001421 1.000000 -0.005980 -0.002142
flag__REJ 0.027568 -0.005980 1.000000 -0.035059
flag__RSTO -0.008334 -0.002142 -0.035059 1.000000
flag__RSTOS0 0.001627 -0.000547 -0.008951 -0.003205
flag__RSTR -0.004157 -0.002675 -0.043799 -0.015685
flag__S0 0.085475 -0.011820 -0.193502 -0.069296
flag__S1 -0.004009 -0.001030 -0.016867 -0.006040
flag__S2 -0.002363 -0.000607 -0.009940 -0.003560
flag__S3 -0.001467 -0.000377 -0.006172 -0.002210
flag__SF -0.090135 -0.023163 -0.379191 -0.135793
flag__SH -0.001137 -0.000887 -0.014528 -0.005203
flag__RSTOS0 flag__RSTR flag__S0 flag__S1 flag__S2 \
duration 0.014066 0.434367 -0.130147 -0.011344 0.003687
src_bytes -0.021261 -0.111107 -0.662250 0.048559 0.027261
dst_bytes -0.024843 -0.087721 -0.537081 0.059948 0.012499
land -0.000403 -0.001972 0.022781 -0.000759 -0.000448
wrong_fragment -0.002560 -0.012526 -0.055342 -0.004824 -0.002843
urgent -0.000221 -0.001083 -0.004784 -0.000417 -0.000246
hot -0.003256 -0.010221 -0.070388 0.000116 0.023145
num_failed_logins -0.000326 0.001693 -0.007049 -0.000614 -0.000362
logged_in -0.023150 -0.093418 -0.500442 0.052719 0.033628
num_compromised -0.001064 0.000443 -0.023000 0.048495 -0.001181
root_shell -0.001048 0.002768 -0.022667 0.046443 -0.001164
su_attempted -0.000699 -0.000860 -0.015112 0.070639 -0.000776
num_root -0.001315 -0.004284 -0.028438 0.044258 0.001896
num_file_creations -0.000831 -0.001782 -0.017957 0.054075 -0.000922
num_shells -0.000180 -0.000882 -0.003896 -0.000340 -0.000200
num_access_files -0.000562 -0.002749 -0.012143 0.002839 -0.000624
num_outbound_cmds NaN NaN NaN NaN NaN
is_host_login -0.000081 -0.000394 -0.001742 -0.000152 -0.000090
is_guest_login -0.002790 -0.013653 -0.060317 0.008501 -0.000509
count 0.010327 -0.083113 0.461591 -0.038381 -0.021662
srv_count -0.010071 -0.050359 -0.142841 -0.017950 -0.010544
serror_rate 0.018269 -0.089166 0.979174 0.058044 0.037466
srv_serror_rate 0.012845 -0.088459 0.982660 0.052419 0.024159
rerror_rate 0.027713 0.369812 -0.224772 -0.019300 -0.010160
srv_rerror_rate 0.034967 0.370741 -0.230475 -0.019728 -0.011284
same_srv_rate -0.034402 0.085027 -0.765292 0.036971 0.022795
diff_srv_rate 0.048419 -0.009703 0.045671 -0.005508 -0.006128
srv_diff_host_rate -0.010715 -0.048713 -0.221879 -0.000172 0.019033
dst_host_count 0.015998 0.057143 0.398743 -0.036219 -0.024296
dst_host_srv_count -0.028413 -0.133366 -0.552879 0.012040 0.024130
... ... ... ... ... ...
service__remote_job 0.010453 0.010462 0.019561 -0.001342 -0.000791
service__rje -0.000748 0.009623 0.020523 -0.001409 -0.000830
service__shell -0.000650 0.004458 0.022674 0.005279 -0.000722
service__smtp -0.004726 -0.033268 -0.133116 0.007459 0.014577
service__sql_net -0.001263 0.001695 0.044393 -0.002380 -0.001402
service__ssh 0.004173 0.000027 0.054338 -0.002682 -0.001580
service__sunrpc -0.001576 -0.002445 0.062238 -0.002969 -0.001750
service__supdup -0.001884 -0.003046 0.079698 -0.003550 -0.002092
service__systat 0.002758 -0.001099 0.070508 -0.003323 -0.001959
service__telnet 0.000156 -0.006500 0.077204 0.071104 -0.004383
service__tftp_u -0.000140 -0.000683 -0.003018 -0.000263 -0.000155
service__tim_i -0.000228 -0.001116 -0.004929 -0.000430 -0.000253
service__time 0.005663 -0.005285 0.065451 -0.003894 0.008147
service__urh_i -0.000255 -0.001247 -0.005510 -0.000480 -0.000283
service__urp_i -0.001982 -0.009700 -0.042854 -0.003735 -0.002201
service__uucp -0.002258 -0.008838 0.087592 -0.004255 -0.002507
service__uucp_path -0.002121 -0.005677 0.084063 -0.003998 -0.002356
service__vmnet -0.002007 -0.004851 0.080144 -0.003782 -0.002229
service__whois 0.001627 -0.004157 0.085475 -0.004009 -0.002363
flag__OTH -0.000547 -0.002675 -0.011820 -0.001030 -0.000607
flag__REJ -0.008951 -0.043799 -0.193502 -0.016867 -0.009940
flag__RSTO -0.003205 -0.015685 -0.069296 -0.006040 -0.003560
flag__RSTOS0 1.000000 -0.004004 -0.017691 -0.001542 -0.000909
flag__RSTR -0.004004 1.000000 -0.086570 -0.007546 -0.004447
flag__S0 -0.017691 -0.086570 1.000000 -0.033338 -0.019646
flag__S1 -0.001542 -0.007546 -0.033338 1.000000 -0.001712
flag__S2 -0.000909 -0.004447 -0.019646 -0.001712 1.000000
flag__S3 -0.000564 -0.002761 -0.012199 -0.001063 -0.000627
flag__SF -0.034668 -0.169644 -0.749485 -0.065329 -0.038499
flag__SH -0.001328 -0.006500 -0.028715 -0.002503 -0.001475
flag__S3 flag__SF flag__SH
duration 0.010986 0.036699 -0.009771
src_bytes 0.025419 0.851260 -0.049731
dst_bytes 0.010284 0.687532 -0.040323
land -0.000278 -0.017074 -0.000654
wrong_fragment -0.001765 0.073840 -0.004155
urgent -0.000153 0.006383 -0.000359
hot 0.001043 0.088649 -0.005285
num_failed_logins -0.000225 0.005570 -0.000529
logged_in 0.019436 0.641738 -0.037575
num_compromised 0.004210 0.022138 -0.001727
root_shell -0.000723 0.022291 -0.001702
su_attempted -0.000482 0.010495 -0.001135
num_root 0.003499 0.030605 -0.002135
num_file_creations 0.013671 0.015283 -0.001348
num_shells -0.000124 0.005199 -0.000293
num_access_files -0.000387 0.015348 -0.000912
num_outbound_cmds NaN NaN NaN
is_host_login -0.000056 0.002325 -0.000131
is_guest_login -0.001924 0.077632 -0.004529
count -0.013410 -0.518345 -0.032903
srv_count -0.005953 0.209969 -0.015766
serror_rate 0.014392 -0.758419 0.073167
srv_serror_rate 0.012967 -0.755827 0.074022
rerror_rate -0.005613 -0.447630 -0.017382
srv_rerror_rate -0.006764 -0.445487 -0.017311
same_srv_rate 0.013850 0.826883 0.032460
diff_srv_rate -0.002433 -0.222220 -0.004197
srv_diff_host_rate 0.000203 0.254150 -0.016534
dst_host_count -0.012427 -0.400152 -0.019074
dst_host_srv_count 0.001964 0.670869 -0.047963
... ... ... ...
service__remote_job -0.000491 -0.030165 -0.001156
service__rje -0.000516 -0.031676 -0.001214
service__shell -0.000448 -0.023263 -0.001055
service__smtp 0.012319 0.175319 -0.010794
service__sql_net -0.000871 -0.053498 0.001839
service__ssh -0.000981 -0.058009 0.001143
service__sunrpc -0.001086 -0.065866 0.000563
service__supdup -0.001299 -0.079812 -0.000445
service__systat -0.001216 -0.074716 -0.000073
service__telnet 0.009173 -0.070453 -0.005140
service__tftp_u -0.000096 0.004027 -0.000227
service__tim_i -0.000157 0.006576 -0.000370
service__time 0.004177 -0.070897 0.003798
service__urh_i -0.000176 0.007352 -0.000414
service__urp_i -0.001367 0.057178 -0.003217
service__uucp -0.001557 -0.095040 -0.001481
service__uucp_path -0.001463 -0.089873 -0.001120
service__vmnet -0.001384 -0.085023 -0.000803
service__whois -0.001467 -0.090135 -0.001137
flag__OTH -0.000377 -0.023163 -0.000887
flag__REJ -0.006172 -0.379191 -0.014528
flag__RSTO -0.002210 -0.135793 -0.005203
flag__RSTOS0 -0.000564 -0.034668 -0.001328
flag__RSTR -0.002761 -0.169644 -0.006500
flag__S0 -0.012199 -0.749485 -0.028715
flag__S1 -0.001063 -0.065329 -0.002503
flag__S2 -0.000627 -0.038499 -0.001475
flag__S3 1.000000 -0.023906 -0.000916
flag__SF -0.023906 1.000000 -0.056270
flag__SH -0.000916 -0.056270 1.000000
[122 rows x 122 columns]
Observation: None of the fields is highly correlated
sumry = X_train_norm.describe().transpose()
print("Summary Statistics:\n",sumry,'\n')
Summary Statistics:
count mean std min 25% 50% \
duration 125973.0 0.210445 1.000004 0.0 0.000000 0.000000
src_bytes 125973.0 1.071049 1.000004 0.0 0.000000 1.263459
dst_bytes 125973.0 0.868449 1.000004 0.0 0.000000 0.000000
land 125973.0 0.000198 0.014086 0.0 0.000000 0.000000
wrong_fragment 125973.0 0.089486 1.000004 0.0 0.000000 0.000000
urgent 125973.0 0.007736 1.000004 0.0 0.000000 0.000000
hot 125973.0 0.113815 1.000004 0.0 0.000000 0.000000
num_failed_logins 125973.0 0.011398 1.000004 0.0 0.000000 0.000000
logged_in 125973.0 0.395736 0.489010 0.0 0.000000 0.000000
num_compromised 125973.0 0.037190 1.000004 0.0 0.000000 0.000000
root_shell 125973.0 0.001342 0.036603 0.0 0.000000 0.000000
su_attempted 125973.0 0.001103 0.045154 0.0 0.000000 0.000000
num_root 125973.0 0.045984 1.000004 0.0 0.000000 0.000000
num_file_creations 125973.0 0.029037 1.000004 0.0 0.000000 0.000000
num_shells 125973.0 0.006300 1.000004 0.0 0.000000 0.000000
num_access_files 125973.0 0.019635 1.000004 0.0 0.000000 0.000000
num_outbound_cmds 125973.0 0.000000 0.000000 0.0 0.000000 0.000000
is_host_login 125973.0 0.000008 0.002817 0.0 0.000000 0.000000
is_guest_login 125973.0 0.009423 0.096612 0.0 0.000000 0.000000
count 125973.0 0.734511 1.000004 0.0 0.017466 0.122262
srv_count 125973.0 0.381878 1.000004 0.0 0.027535 0.110139
serror_rate 125973.0 0.637209 1.000004 0.0 0.000000 0.000000
srv_serror_rate 125973.0 0.631929 1.000004 0.0 0.000000 0.000000
rerror_rate 125973.0 0.374362 1.000004 0.0 0.000000 0.000000
srv_rerror_rate 125973.0 0.374432 1.000004 0.0 0.000000 0.000000
same_srv_rate 125973.0 1.503403 1.000004 0.0 0.204722 2.274686
diff_srv_rate 125973.0 0.349683 1.000004 0.0 0.000000 0.000000
srv_diff_host_rate 125973.0 0.374560 1.000004 0.0 0.000000 0.000000
dst_host_count 125973.0 1.836071 1.000004 0.0 0.826564 2.570414
dst_host_srv_count 125973.0 1.044721 1.000004 0.0 0.090332 0.569094
... ... ... ... ... ... ...
service__remote_job 125973.0 0.000619 0.024876 0.0 0.000000 0.000000
service__rje 125973.0 0.000683 0.026119 0.0 0.000000 0.000000
service__shell 125973.0 0.000516 0.022710 0.0 0.000000 0.000000
service__smtp 125973.0 0.058052 0.233843 0.0 0.000000 0.000000
service__sql_net 125973.0 0.001945 0.044058 0.0 0.000000 0.000000
service__ssh 125973.0 0.002469 0.049626 0.0 0.000000 0.000000
service__sunrpc 125973.0 0.003024 0.054912 0.0 0.000000 0.000000
service__supdup 125973.0 0.004318 0.065573 0.0 0.000000 0.000000
service__systat 125973.0 0.003787 0.061418 0.0 0.000000 0.000000
service__telnet 125973.0 0.018679 0.135388 0.0 0.000000 0.000000
service__tftp_u 125973.0 0.000024 0.004880 0.0 0.000000 0.000000
service__tim_i 125973.0 0.000064 0.007969 0.0 0.000000 0.000000
service__time 125973.0 0.005192 0.071866 0.0 0.000000 0.000000
service__urh_i 125973.0 0.000079 0.008909 0.0 0.000000 0.000000
service__urp_i 125973.0 0.004779 0.068964 0.0 0.000000 0.000000
service__uucp 125973.0 0.006192 0.078444 0.0 0.000000 0.000000
service__uucp_path 125973.0 0.005469 0.073753 0.0 0.000000 0.000000
service__vmnet 125973.0 0.004898 0.069813 0.0 0.000000 0.000000
service__whois 125973.0 0.005501 0.073966 0.0 0.000000 0.000000
flag__OTH 125973.0 0.000365 0.019106 0.0 0.000000 0.000000
flag__REJ 125973.0 0.089170 0.284990 0.0 0.000000 0.000000
flag__RSTO 125973.0 0.012399 0.110661 0.0 0.000000 0.000000
flag__RSTOS0 125973.0 0.000818 0.028583 0.0 0.000000 0.000000
flag__RSTR 125973.0 0.019218 0.137292 0.0 0.000000 0.000000
flag__S0 125973.0 0.276655 0.447346 0.0 0.000000 0.000000
flag__S1 125973.0 0.002897 0.053750 0.0 0.000000 0.000000
flag__S2 125973.0 0.001008 0.031736 0.0 0.000000 0.000000
flag__S3 125973.0 0.000389 0.019719 0.0 0.000000 0.000000
flag__SF 125973.0 0.594929 0.490908 0.0 0.000000 1.000000
flag__SH 125973.0 0.002151 0.046332 0.0 0.000000 0.000000
75% max
duration 0.000000 7.375881
src_bytes 1.876530 7.026576
dst_bytes 1.760177 5.915977
land 0.000000 1.000000
wrong_fragment 0.000000 11.832967
urgent 0.000000 208.826838
hot 0.000000 15.409231
num_failed_logins 0.000000 132.053980
logged_in 1.000000 1.000000
num_compromised 0.000000 61.127279
root_shell 0.000000 1.000000
su_attempted 0.000000 2.000000
num_root 0.000000 54.472675
num_file_creations 0.000000 53.553212
num_shells 0.000000 158.731219
num_access_files 0.000000 83.647190
num_outbound_cmds 0.000000 0.000000
is_host_login 0.000000 1.000000
is_guest_login 0.000000 1.000000
count 1.248819 4.462564
srv_count 0.247813 7.035122
serror_rate 2.239873 2.239873
srv_serror_rate 2.237033 2.237033
rerror_rate 0.000000 3.120765
srv_rerror_rate 0.000000 3.089796
same_srv_rate 2.274686 2.274686
diff_srv_rate 0.332753 5.545891
srv_diff_host_rate 0.000000 3.848678
dst_host_count 2.570414 2.570414
dst_host_srv_count 2.303475 2.303475
... ... ...
service__remote_job 0.000000 1.000000
service__rje 0.000000 1.000000
service__shell 0.000000 1.000000
service__smtp 0.000000 1.000000
service__sql_net 0.000000 1.000000
service__ssh 0.000000 1.000000
service__sunrpc 0.000000 1.000000
service__supdup 0.000000 1.000000
service__systat 0.000000 1.000000
service__telnet 0.000000 1.000000
service__tftp_u 0.000000 1.000000
service__tim_i 0.000000 1.000000
service__time 0.000000 1.000000
service__urh_i 0.000000 1.000000
service__urp_i 0.000000 1.000000
service__uucp 0.000000 1.000000
service__uucp_path 0.000000 1.000000
service__vmnet 0.000000 1.000000
service__whois 0.000000 1.000000
flag__OTH 0.000000 1.000000
flag__REJ 0.000000 1.000000
flag__RSTO 0.000000 1.000000
flag__RSTOS0 0.000000 1.000000
flag__RSTR 0.000000 1.000000
flag__S0 1.000000 1.000000
flag__S1 0.000000 1.000000
flag__S2 0.000000 1.000000
flag__S3 0.000000 1.000000
flag__SF 1.000000 1.000000
flag__SH 0.000000 1.000000
[122 rows x 8 columns]
# Apply PCA. Get Eigenvctors, Eigenvalues
# Loadings = Correlation coefficient betwn PC & feature
features = list(X_train_norm)
colnames = np.transpose(features)
n_components = len(features)
pca = PCA(n_components).fit(X_train_norm)
# generate PC labels:
PCs=[]
for l in range(1,n_components+1):
PCs.append("PC"+str(l))
# Get Eigenvectors & Eigenvalues
eigvec = pca.components_.transpose()
eigval = pca.explained_variance_
# Calculate Loadings = Eigenvector * SQRT(Eigenvalue)
print('Loading Matrix:'); loadings= np.sqrt(eigval)*eigvec
print(pd.DataFrame(loadings,columns=PCs,index=colnames),'\n')
Loading Matrix:
PC1 PC2 PC3 PC4 PC5 \
duration -0.050047 2.399569e-01 3.443189e-01 -0.148337 0.165898
src_bytes -0.832616 -1.961169e-01 5.601839e-02 0.144518 0.122547
dst_bytes -0.758683 -2.131080e-01 5.469354e-02 0.369761 -0.205734
land 0.000053 -9.637658e-05 1.205881e-05 -0.000874 -0.000244
wrong_fragment -0.013684 2.095459e-02 3.475914e-04 -0.051998 0.214557
urgent -0.007063 1.896344e-03 1.640939e-01 0.006211 0.001918
hot -0.087806 -1.410912e-02 8.297340e-02 0.076607 -0.035115
num_failed_logins -0.006904 4.293651e-03 1.100558e-01 0.001195 -0.002225
logged_in -0.348943 -9.906858e-02 2.314973e-02 0.132970 -0.162621
num_compromised -0.029361 3.640370e-03 8.972518e-01 0.080524 -0.003515
root_shell -0.001241 -2.405830e-05 1.994112e-02 0.001837 -0.000445
su_attempted -0.000934 1.350876e-04 3.634303e-02 0.003309 -0.000198
num_root -0.032243 3.896711e-03 8.628162e-01 0.063561 0.000096
num_file_creations -0.016998 1.012483e-03 2.251122e-01 0.018224 0.004656
num_shells -0.006490 2.831613e-04 9.107665e-02 -0.002161 0.000341
num_access_files -0.020197 2.558632e-03 7.503392e-01 0.071012 -0.002841
num_outbound_cmds 0.000000 0.000000e+00 8.246889e-23 -0.000000 -0.000000
is_host_login -0.000002 1.112429e-06 9.127207e-05 0.000010 0.000002
is_guest_login -0.006370 -8.155896e-04 6.692140e-03 0.005848 -0.002266
count 0.633995 5.032002e-02 -8.605616e-02 0.186950 0.487600
srv_count -0.123548 -7.096032e-02 -1.008338e-01 0.120777 0.820651
serror_rate 0.854231 -4.560640e-01 1.197306e-02 -0.062528 -0.128956
srv_serror_rate 0.851295 -4.617472e-01 1.152882e-02 -0.063093 -0.132828
rerror_rate 0.198781 9.306435e-01 -4.470944e-02 0.117607 -0.146554
srv_rerror_rate 0.196348 9.314143e-01 -4.476619e-02 0.122034 -0.144957
same_srv_rate -0.925837 -2.335488e-02 2.016213e-02 -0.075643 0.082582
diff_srv_rate 0.300749 3.453013e-01 2.161669e-02 0.041242 0.116195
srv_diff_host_rate -0.325847 -2.610574e-03 -2.633290e-02 -0.524776 -0.185008
dst_host_count 0.561425 -3.266115e-02 -1.754522e-02 0.441428 0.337919
dst_host_srv_count -0.790518 -1.900688e-01 -1.340103e-01 0.302001 -0.035592
... ... ... ... ... ...
service__remote_job 0.000712 2.995697e-04 -2.321188e-05 0.000021 -0.000086
service__rje 0.000768 3.501207e-04 -2.503299e-05 -0.000018 -0.000138
service__shell 0.000576 -9.620976e-06 4.717974e-05 -0.000051 -0.000093
service__smtp -0.040771 -1.028285e-02 3.815982e-03 -0.003364 -0.024065
service__sql_net 0.002376 2.445287e-04 -9.980420e-05 0.000284 -0.000403
service__ssh 0.002985 -1.254543e-04 -6.434968e-05 0.000046 -0.000474
service__sunrpc 0.003872 -2.206582e-04 -1.497583e-04 0.000413 -0.000394
service__supdup 0.005633 -7.111073e-04 -1.958062e-04 0.000503 -0.000679
service__systat 0.004917 -3.071674e-04 -2.121441e-04 0.000561 -0.000511
service__telnet 0.008782 -3.811876e-03 3.425813e-02 -0.001583 -0.006439
service__tftp_u 0.000004 2.375731e-06 2.652720e-07 -0.000010 0.000002
service__tim_i -0.000030 6.247629e-07 4.431047e-06 -0.000066 0.000023
service__time 0.005578 -1.240865e-04 -2.544337e-04 0.000146 -0.000909
service__urh_i -0.000015 7.322628e-06 4.554416e-06 -0.000037 0.000032
service__urp_i 0.000161 6.325827e-04 2.196625e-04 -0.000390 0.002899
service__uucp 0.007513 -3.236246e-04 -2.107643e-04 0.000627 -0.002317
service__uucp_path 0.007084 -3.320304e-04 -3.358049e-04 0.000900 -0.000741
service__vmnet 0.006365 -3.433597e-04 -2.935365e-04 0.000769 -0.000673
service__whois 0.007127 -4.571903e-04 -2.997549e-04 0.000728 -0.000850
flag__OTH -0.000004 2.277407e-04 6.306637e-05 -0.000310 0.000146
flag__REJ 0.050704 2.240929e-01 -2.225505e-02 0.040676 -0.045930
flag__RSTO 0.007067 2.780648e-02 -2.147550e-03 0.009038 -0.006317
flag__RSTOS0 0.000778 7.775361e-04 9.151437e-05 -0.000274 0.000179
flag__RSTR 0.005886 5.060770e-02 9.575047e-03 -0.010756 0.004758
flag__S0 0.380551 -2.049604e-01 1.754141e-03 -0.026051 -0.057639
flag__S1 -0.000892 -1.356367e-03 2.319853e-03 0.000384 -0.002150
flag__S2 -0.000445 -4.715182e-04 3.764878e-05 -0.000114 -0.000767
flag__S3 -0.000146 -1.269525e-04 1.425070e-04 -0.000020 -0.000173
flag__SF -0.445636 -9.631401e-02 9.602932e-03 -0.008545 0.106995
flag__SH 0.002135 -2.830906e-04 8.158932e-04 -0.004027 0.000900
PC6 PC7 PC8 PC9 \
duration -5.947451e-01 1.031131e-01 -0.102848 -1.505296e-01
src_bytes -2.028641e-01 -2.553330e-02 0.006990 -3.735670e-02
dst_bytes -1.791163e-01 8.502432e-04 0.009821 -7.182539e-02
land 2.651978e-04 6.954216e-05 -0.000057 -9.363037e-05
wrong_fragment -7.825438e-02 -1.471786e-01 0.125316 8.709058e-01
urgent 8.096527e-03 4.505955e-01 0.566569 -1.459561e-02
hot -4.156810e-01 1.016666e-01 -0.222832 -2.581512e-01
num_failed_logins -2.461178e-02 4.887163e-01 0.546179 -1.785435e-02
logged_in -9.147883e-02 -1.927857e-02 0.011625 -1.459158e-02
num_compromised 1.893806e-01 -4.507285e-02 0.013143 -1.543112e-03
root_shell 3.979668e-03 6.759853e-04 -0.001849 9.622700e-04
su_attempted 9.314177e-03 -4.432031e-03 0.001758 -5.658335e-04
num_root 2.101617e-01 -7.818607e-02 0.022872 1.195927e-02
num_file_creations -1.552660e-01 5.260808e-01 -0.335198 1.520871e-01
num_shells -4.335241e-02 4.377499e-01 -0.451497 2.788431e-01
num_access_files 2.221112e-01 -2.217897e-01 -0.066937 -1.410788e-02
num_outbound_cmds -6.862915e-20 -1.189713e-16 0.000000 -1.415664e-17
is_host_login 8.066775e-06 -1.504952e-05 0.000005 -8.344801e-07
is_guest_login -3.813897e-02 7.879574e-03 -0.018067 -2.380494e-02
count 2.923022e-01 7.047407e-02 -0.045182 -1.497343e-01
srv_count 3.702265e-01 1.277413e-01 -0.093207 -1.563677e-01
serror_rate 2.551842e-02 2.352524e-02 -0.017578 -1.563573e-02
srv_serror_rate 2.825582e-02 2.706491e-02 -0.021449 -2.623298e-02
rerror_rate 1.352665e-01 5.907370e-02 -0.043982 -1.550808e-02
srv_rerror_rate 1.307599e-01 5.612149e-02 -0.041848 -1.801656e-02
same_srv_rate -3.908405e-02 2.360032e-02 -0.023301 2.719809e-02
diff_srv_rate -2.677187e-01 -2.540812e-01 0.217404 -7.663993e-02
srv_diff_host_rate 1.899929e-01 -9.512028e-03 -0.001175 -4.447369e-02
dst_host_count -1.123255e-01 -1.815323e-02 0.010297 3.386405e-02
dst_host_srv_count 2.188778e-01 6.367809e-03 0.014536 -1.503601e-02
... ... ... ... ...
service__remote_job 9.065937e-05 3.712937e-05 -0.000031 -5.408203e-05
service__rje 1.153240e-04 4.826053e-05 -0.000039 -4.744010e-05
service__shell -1.030417e-04 -4.241887e-05 0.000026 -1.646623e-05
service__smtp -2.543932e-02 -1.312145e-02 0.008287 1.096776e-03
service__sql_net 4.006202e-04 1.944261e-04 -0.000159 -7.924019e-05
service__ssh 4.200063e-04 2.537276e-04 -0.000203 -1.970994e-04
service__sunrpc 7.344598e-04 3.970107e-04 -0.000319 -2.446341e-04
service__supdup 9.905477e-04 5.083773e-04 -0.000404 -3.353567e-04
service__systat 1.033668e-03 5.126307e-04 -0.000405 -3.464370e-04
service__telnet -6.805343e-03 1.736848e-02 -0.004525 1.627993e-03
service__tftp_u -5.900042e-06 -7.593831e-06 0.000006 7.731630e-06
service__tim_i -1.997685e-05 -9.838696e-06 0.000004 9.522163e-06
service__time 1.303131e-03 6.460499e-04 -0.000513 -2.750842e-04
service__urh_i -4.616194e-05 -3.518710e-05 0.000026 1.913275e-05
service__urp_i -3.833039e-03 -3.595421e-03 0.002896 6.394825e-04
service__uucp 9.336678e-04 6.416717e-04 -0.000550 2.491115e-04
service__uucp_path 1.623346e-03 8.173863e-04 -0.000648 -4.802404e-04
service__vmnet 1.446376e-03 7.369506e-04 -0.000586 -4.364408e-04
service__whois 1.500161e-03 7.480046e-04 -0.000590 -4.682056e-04
flag__OTH -3.897595e-04 -1.419891e-04 0.000071 7.434985e-05
flag__REJ 6.433964e-02 7.532882e-03 -0.003505 3.523161e-04
flag__RSTO 9.394595e-03 5.333544e-03 -0.003187 8.537117e-04
flag__RSTOS0 -4.762504e-04 -2.367050e-04 0.000172 -1.898134e-04
flag__RSTR -2.940706e-02 5.791396e-03 -0.007034 -6.351003e-03
flag__S0 1.780902e-02 1.254424e-02 -0.009667 -1.163858e-02
flag__S1 -5.598024e-04 8.207748e-04 -0.000675 2.869397e-04
flag__S2 -2.352976e-04 5.282636e-05 -0.000153 -2.812506e-04
flag__S3 -2.399210e-04 1.141230e-04 -0.000098 -1.750815e-05
flag__SF -5.687711e-02 -3.051665e-02 0.023210 1.690646e-02
flag__SH -3.358059e-03 -1.294444e-03 0.000865 4.374234e-06
PC10 PC11 PC12 PC13 \
duration -1.805049e-01 -3.814791e-01 5.911900e-02 1.494665e-01
src_bytes 2.356751e-02 6.999193e-02 -1.364461e-02 -3.409557e-02
dst_bytes 6.514667e-02 -2.437240e-02 -1.345991e-03 -1.127939e-02
land -2.086536e-05 9.400247e-05 -2.582647e-05 -8.096763e-05
wrong_fragment -2.800424e-01 1.218566e-01 -3.500422e-02 -9.735538e-02
urgent -2.986785e-02 1.254647e-01 6.453517e-01 -7.188211e-02
hot -5.028869e-01 6.122222e-01 -5.551207e-02 -1.040129e-01
num_failed_logins -3.860291e-02 1.101329e-02 -6.441481e-01 1.774981e-01
logged_in 3.602345e-02 1.629851e-02 -4.918798e-04 -8.716439e-03
num_compromised -6.004442e-03 2.484041e-02 4.640434e-03 1.680781e-02
root_shell 1.371935e-03 2.053663e-03 6.693491e-04 1.857627e-03
su_attempted -8.401524e-04 1.129498e-03 -3.889523e-04 4.958259e-04
num_root 1.141574e-02 5.607722e-02 1.257027e-02 2.921445e-02
num_file_creations 2.030352e-01 -2.073236e-01 -9.516482e-02 -6.378298e-01
num_shells 3.901006e-01 2.901456e-01 8.568840e-02 5.181656e-01
num_access_files -1.386343e-02 1.200804e-02 -7.452737e-02 -1.150382e-02
num_outbound_cmds 4.230876e-17 -1.606907e-16 2.597072e-17 -2.049342e-16
is_host_login 1.594733e-06 -6.444103e-07 4.309305e-06 1.145941e-05
is_guest_login -4.642740e-02 5.369443e-02 -5.367167e-03 -7.891662e-03
count 4.349480e-02 1.239484e-01 -2.679692e-02 -8.060209e-02
srv_count -7.204164e-02 3.235993e-02 -9.585436e-03 -2.689418e-02
serror_rate -2.188349e-02 -4.406242e-02 8.851444e-03 1.701760e-02
srv_serror_rate -2.379358e-02 -4.905226e-02 1.087766e-02 2.085392e-02
rerror_rate -7.676609e-02 -3.438263e-02 4.982481e-03 1.287463e-02
srv_rerror_rate -7.046441e-02 -2.815274e-02 3.768864e-03 9.729258e-03
same_srv_rate -8.839696e-02 -9.440567e-02 1.982055e-02 5.275103e-02
diff_srv_rate 5.725486e-01 3.301075e-01 -7.673796e-02 -1.771737e-01
srv_diff_host_rate 8.359090e-02 1.747139e-01 -5.200900e-02 -1.667673e-01
dst_host_count -2.294236e-02 -6.006463e-02 3.350441e-03 1.045774e-02
dst_host_srv_count 9.154498e-02 -9.779663e-02 1.259455e-02 1.917312e-02
... ... ... ... ...
service__remote_job -2.891662e-05 4.390766e-06 4.605084e-06 2.225050e-06
service__rje -5.216565e-05 3.057690e-06 4.755407e-06 1.278946e-06
service__shell 5.307216e-05 -4.231877e-05 1.343612e-05 3.687344e-05
service__smtp 1.800334e-02 1.194089e-02 -4.285209e-03 -1.295501e-02
service__sql_net -2.880802e-04 -4.822194e-05 1.759517e-05 2.646992e-05
service__ssh -3.176517e-04 -7.696968e-05 2.296406e-05 2.975569e-05
service__sunrpc -5.246517e-04 -7.186800e-05 2.262558e-05 1.749140e-05
service__supdup -6.274248e-04 -4.154033e-05 1.658538e-05 -1.149620e-05
service__systat -6.119991e-04 3.381290e-05 3.171688e-07 -5.566616e-05
service__telnet 1.246881e-03 -1.017759e-02 -4.570092e-03 -7.874356e-03
service__tftp_u 6.644510e-06 1.173663e-05 -1.796208e-06 -2.711193e-06
service__tim_i -7.271978e-06 2.686250e-06 3.628114e-06 1.537611e-05
service__time -9.446382e-04 -1.158888e-04 5.639748e-05 1.114148e-04
service__urh_i 3.803942e-05 3.248987e-05 -4.779234e-06 -4.675032e-06
service__urp_i 6.024906e-03 5.252759e-03 -1.167331e-03 -2.407165e-03
service__uucp -1.504854e-03 -6.910709e-04 1.666100e-04 4.269852e-04
service__uucp_path -1.038683e-03 5.068369e-06 1.075275e-05 -6.294152e-05
service__vmnet -9.409727e-04 -3.578919e-06 1.338049e-05 -4.870831e-05
service__whois -9.236404e-04 3.966238e-05 2.617070e-06 -7.698165e-05
flag__OTH -5.885100e-06 -5.813891e-05 5.538312e-05 1.553975e-04
flag__REJ 4.490918e-03 3.023128e-02 -6.044340e-03 -1.906110e-02
flag__RSTO -8.557699e-03 -2.328538e-04 -1.020449e-03 -5.360527e-05
flag__RSTOS0 5.021270e-04 4.570470e-05 -2.026066e-06 3.266100e-05
flag__RSTR -1.925285e-02 -4.050274e-02 8.534715e-03 2.286879e-02
flag__S0 -1.305375e-02 -1.906345e-02 4.338008e-03 9.527560e-03
flag__S1 9.645335e-04 -8.129145e-04 -1.675944e-04 -1.833801e-03
flag__S2 -2.800321e-04 2.544952e-04 4.492301e-06 -4.111389e-06
flag__S3 1.532931e-05 -1.882376e-04 4.740177e-06 -1.182919e-04
flag__SF 3.374120e-02 3.248030e-02 -6.405426e-03 -1.327743e-02
flag__SH 1.436112e-03 -2.153442e-03 7.024980e-04 1.763936e-03
PC14 PC15 PC16 PC17 \
duration 1.632775e-01 2.165259e-01 -2.397233e-02 -3.768507e-02
src_bytes 1.914973e-02 -1.377117e-01 -1.537205e-01 1.043637e-01
dst_bytes 1.753341e-03 2.611392e-01 -3.601101e-02 -3.986568e-02
land -1.128909e-04 4.117064e-04 1.260758e-04 -2.173433e-04
wrong_fragment -1.101657e-02 1.672087e-01 -6.170425e-02 2.339432e-02
urgent 1.561791e-02 1.543448e-02 6.657018e-02 7.200537e-02
hot -6.841999e-02 6.230140e-02 5.368317e-02 -5.875743e-03
num_failed_logins 4.288800e-03 3.206597e-03 2.113872e-02 3.037948e-02
logged_in -1.972854e-02 1.591688e-02 -8.660330e-02 4.256211e-02
num_compromised -2.882858e-04 8.837765e-03 -1.113607e-01 -1.604363e-01
root_shell -6.398766e-04 4.394683e-04 -1.722400e-03 -2.305918e-03
su_attempted -2.025226e-04 9.085901e-05 -2.656567e-03 -4.028354e-03
num_root -2.893858e-02 -1.148191e-01 -2.060637e-01 -2.159695e-01
num_file_creations -6.804277e-02 -5.045972e-02 2.784183e-02 2.280249e-02
num_shells 4.372309e-02 2.083357e-02 2.979125e-02 2.536844e-02
num_access_files 1.844289e-02 9.352873e-02 3.633426e-01 4.104879e-01
num_outbound_cmds 9.173542e-17 -2.072056e-17 -3.861735e-17 7.642101e-17
is_host_login 2.596512e-07 -1.015136e-05 -7.863916e-05 -9.874886e-05
is_guest_login -5.665002e-03 5.693863e-03 6.126114e-03 -1.153076e-03
count -1.553549e-02 2.018626e-01 -1.878129e-01 7.754533e-02
srv_count -1.664789e-02 1.145998e-01 -7.404103e-02 1.740810e-02
serror_rate -2.683299e-02 1.097675e-01 -3.540420e-02 2.321366e-02
srv_serror_rate -2.897557e-02 1.028011e-01 -3.072874e-02 2.174053e-02
rerror_rate 1.343247e-02 1.656374e-02 -1.249765e-02 1.472446e-02
srv_rerror_rate 1.739943e-02 1.937910e-02 -1.397065e-02 1.506016e-02
same_srv_rate -2.549629e-02 3.334947e-02 9.200797e-03 -1.698690e-02
diff_srv_rate -6.414417e-02 1.444090e-02 4.678173e-02 -1.405033e-02
srv_diff_host_rate 6.659860e-01 1.239193e-01 -1.076481e-01 4.067402e-02
dst_host_count 3.083454e-01 -8.535402e-02 3.338306e-01 -2.779436e-01
dst_host_srv_count -1.683794e-02 2.278377e-01 8.718433e-02 -5.869879e-02
... ... ... ... ...
service__remote_job -4.459811e-05 7.132995e-05 -5.259302e-05 -1.564709e-06
service__rje -9.607014e-05 1.165987e-04 9.871442e-06 -9.391329e-05
service__shell 2.309774e-05 -8.538822e-05 1.589755e-05 -1.698688e-05
service__smtp 7.369788e-02 -2.107644e-02 -4.275431e-02 2.910665e-02
service__sql_net 2.049718e-04 -2.247994e-04 1.026881e-05 2.101912e-05
service__ssh -7.618488e-05 2.972390e-04 -1.444448e-04 -1.088027e-04
service__sunrpc 3.172740e-04 6.794996e-05 -3.734486e-04 1.599805e-04
service__supdup 3.970783e-04 8.461485e-05 -4.077748e-04 1.729282e-04
service__systat 3.747613e-04 1.068537e-04 -5.610305e-04 2.600368e-04
service__telnet -4.535488e-03 4.082836e-03 -3.276670e-03 -1.138932e-02
service__tftp_u -9.602074e-06 -4.630161e-05 2.596696e-06 6.903370e-06
service__tim_i -5.760631e-05 -1.653249e-04 -4.045248e-05 8.570563e-05
service__time -3.577390e-04 -2.215368e-04 -7.680484e-04 4.754629e-04
service__urh_i -2.587606e-05 -1.749360e-04 3.558693e-05 8.978432e-06
service__urp_i 1.018834e-03 -1.287858e-02 5.248671e-03 -1.937646e-03
service__uucp 8.885193e-04 -1.959854e-03 1.164196e-03 -5.086202e-04
service__uucp_path 6.081444e-04 1.580647e-04 -8.273282e-04 3.524456e-04
service__vmnet 5.055787e-04 1.844396e-04 -8.336098e-04 3.798831e-04
service__whois 4.534305e-04 2.272754e-04 -7.215115e-04 2.315374e-04
flag__OTH -2.472251e-04 -2.127646e-04 5.719190e-05 1.071796e-04
flag__REJ -9.967919e-03 4.804905e-03 -3.079957e-03 6.210595e-04
flag__RSTO 3.964221e-03 -9.199452e-03 1.202025e-04 -1.380323e-04
flag__RSTOS0 -1.185244e-04 -4.646899e-04 1.151597e-04 2.983320e-04
flag__RSTR 9.450778e-03 1.062736e-02 -1.094044e-03 4.235927e-03
flag__S0 -7.318845e-03 4.231233e-02 -8.531811e-03 7.830486e-03
flag__S1 -1.733277e-03 7.488792e-04 -3.309413e-03 -3.680574e-04
flag__S2 4.949359e-05 7.725984e-04 -6.334045e-04 5.220888e-04
flag__S3 -9.456275e-05 -2.269378e-05 -3.453369e-04 1.896193e-04
flag__SF 9.181305e-03 -5.163156e-02 1.812540e-02 -1.571973e-02
flag__SH -3.165445e-03 2.265089e-03 -1.423987e-03 2.421131e-03
PC18 PC19 PC20 PC21 \
duration 5.130756e-02 2.842782e-01 -2.788775e-02 -2.811161e-02
src_bytes -1.772037e-01 6.384891e-02 1.620822e-01 -1.429583e-01
dst_bytes -4.334816e-02 4.720481e-02 5.717170e-02 1.195904e-01
land 4.279544e-05 6.564767e-05 1.232746e-04 -4.606902e-04
wrong_fragment 6.133706e-02 7.155500e-02 4.476811e-02 -2.600163e-02
urgent -1.322948e-02 3.499668e-03 8.387515e-04 -5.459172e-03
hot 1.260591e-01 -9.504286e-02 -7.932319e-03 3.747688e-03
num_failed_logins 1.488538e-03 -1.575702e-02 1.881546e-03 -1.340929e-03
logged_in -6.249214e-02 -2.402557e-03 1.324510e-01 -4.065317e-02
num_compromised 5.392535e-02 2.326774e-02 -4.077624e-03 8.762351e-02
root_shell 1.179243e-03 1.261096e-04 1.920542e-04 1.251659e-03
su_attempted 1.864919e-03 -5.892025e-04 -5.432343e-05 1.392966e-03
num_root 6.821498e-02 -8.895383e-02 3.579686e-03 -6.841186e-02
num_file_creations 2.516918e-02 -5.504791e-02 -2.000052e-03 5.539535e-03
num_shells -1.989607e-02 7.877748e-03 6.650501e-04 -4.010323e-03
num_access_files -1.002245e-01 1.322586e-02 3.886846e-03 -1.909980e-02
num_outbound_cmds 1.833545e-16 1.688780e-17 -5.958611e-17 -8.913838e-17
is_host_login 1.019057e-05 -2.377727e-05 -1.693341e-06 1.296654e-05
is_guest_login 1.029511e-02 -6.955381e-03 -3.990752e-03 1.875242e-03
count -9.348899e-02 6.572182e-02 1.656951e-01 1.579561e-01
srv_count -3.308490e-02 3.172439e-02 -1.255946e-01 -1.554760e-01
serror_rate 6.116027e-02 -3.263286e-02 4.712854e-03 -7.035187e-02
srv_serror_rate 6.184176e-02 -3.011140e-02 1.131947e-03 -7.262308e-02
rerror_rate 4.537029e-02 1.481155e-02 -1.068759e-03 -6.560729e-02
srv_rerror_rate 4.520606e-02 1.653042e-02 3.296264e-03 -6.877952e-02
same_srv_rate -3.305661e-02 -1.333290e-01 -1.073130e-01 -1.859650e-01
diff_srv_rate 2.196167e-01 2.037254e-01 -3.641365e-02 -1.046880e-01
srv_diff_host_rate 2.137464e-02 -5.890775e-02 -1.892161e-03 -1.354856e-02
dst_host_count -4.994955e-03 -9.736831e-02 2.224655e-01 -6.062956e-02
dst_host_srv_count 2.153375e-01 -8.797942e-02 4.407067e-02 -3.498617e-02
... ... ... ... ...
service__remote_job -1.711638e-04 -8.672652e-05 1.728357e-04 8.390038e-05
service__rje -2.860607e-04 -1.136233e-04 1.208001e-04 -3.725270e-05
service__shell 7.905987e-05 -8.397548e-05 -5.722379e-05 -2.571407e-04
service__smtp -7.112146e-02 3.193067e-03 -9.483404e-03 -2.774190e-02
service__sql_net -4.641326e-05 1.772673e-04 4.254905e-04 1.586111e-04
service__ssh -6.095386e-04 2.668135e-04 5.467942e-04 2.233993e-04
service__sunrpc -4.461327e-04 4.160256e-04 1.123069e-03 1.033099e-03
service__supdup -3.805231e-04 7.350014e-04 1.398969e-03 1.103078e-03
service__systat -4.882535e-04 8.234832e-04 1.554957e-03 1.490535e-03
service__telnet -4.807515e-03 1.699311e-02 -7.703482e-03 -5.832750e-03
service__tftp_u -1.462385e-05 2.761847e-05 -7.104732e-05 9.086217e-05
service__tim_i -1.016574e-05 1.855341e-05 -6.129742e-05 5.003873e-05
service__time -1.012189e-03 1.095239e-03 4.298521e-05 2.658895e-03
service__urh_i -3.621280e-05 2.952399e-05 -1.231989e-04 1.819937e-05
service__urp_i 3.480766e-04 9.131334e-03 -2.309668e-03 -5.634576e-04
service__uucp 8.794063e-05 5.516072e-04 -4.816864e-04 -1.394823e-03
service__uucp_path -8.546006e-04 1.107535e-03 2.407912e-03 2.399491e-03
service__vmnet -8.233218e-04 9.578293e-04 2.152135e-03 2.255561e-03
service__whois -9.335128e-04 1.113987e-03 2.129258e-03 2.036594e-03
flag__OTH -2.943097e-04 -1.335224e-03 -3.247664e-04 4.951946e-04
flag__REJ 8.220828e-03 9.196349e-03 -4.586770e-03 -5.440317e-04
flag__RSTO -4.265598e-03 7.019907e-03 3.653386e-03 6.504075e-03
flag__RSTOS0 1.115828e-03 5.526765e-04 6.374719e-04 -3.132190e-04
flag__RSTR 1.121574e-02 -1.130790e-02 -1.577556e-04 -2.814631e-02
flag__S0 2.732518e-02 1.129080e-04 -1.340300e-03 -2.555388e-02
flag__S1 4.548043e-04 -1.816056e-03 2.229814e-04 -3.333938e-03
flag__S2 8.603671e-04 -4.864353e-04 6.695277e-05 -1.676050e-03
flag__S3 -1.213048e-05 8.105047e-05 7.159715e-05 -6.261934e-04
flag__SF -4.521654e-02 1.051622e-02 3.331116e-03 5.582891e-02
flag__SH 5.958277e-04 -1.253349e-02 -1.573913e-03 -2.634559e-03
PC22 PC23 PC24 PC25 \
duration -6.668485e-02 5.169373e-02 1.496927e-02 8.391607e-04
src_bytes 3.137910e-02 7.990101e-02 1.334202e-01 5.612379e-02
dst_bytes 1.836639e-02 -2.109815e-01 -2.779970e-02 2.741502e-02
land 1.004325e-04 -1.360045e-04 -1.302130e-05 1.850032e-04
wrong_fragment -3.377907e-03 -1.486215e-03 -1.421531e-02 -4.916495e-03
urgent -8.596869e-03 -2.287437e-05 2.453984e-04 9.323543e-05
hot -4.560344e-03 1.792668e-02 3.507391e-03 -1.615431e-03
num_failed_logins -6.490125e-03 7.807134e-04 7.053610e-04 4.130873e-04
logged_in 7.146277e-03 -2.998369e-02 -1.426210e-02 -3.096570e-04
num_compromised 3.082949e-01 6.161145e-02 2.789208e-03 -3.561149e-03
root_shell 2.688959e-03 -4.004140e-04 -4.660547e-05 2.434371e-04
su_attempted 4.420051e-03 5.237067e-04 2.067952e-04 3.777586e-04
num_root -2.680586e-01 -5.199261e-02 2.037463e-04 2.919597e-03
num_file_creations -6.283037e-03 1.036141e-04 -1.904677e-03 -2.695145e-03
num_shells -2.113259e-03 4.795514e-04 3.243365e-04 3.053420e-04
num_access_files -4.519469e-02 -6.892472e-03 -1.986815e-03 -4.334097e-04
num_outbound_cmds 9.860598e-17 5.720508e-17 9.075638e-18 4.325266e-17
is_host_login 4.649907e-05 4.977201e-07 -7.416557e-06 -4.044399e-06
is_guest_login -2.955434e-03 -3.538912e-05 -4.332085e-03 -1.881554e-03
count -7.305131e-02 8.704648e-02 4.042771e-03 -9.964490e-02
srv_count 5.499502e-02 -1.177769e-01 -2.188174e-02 6.947086e-02
serror_rate 1.222062e-02 4.840913e-03 1.839198e-02 2.698446e-02
srv_serror_rate 1.227411e-02 6.123599e-04 1.713969e-02 3.293174e-02
rerror_rate 1.864926e-02 -1.332337e-02 7.737788e-03 -5.373614e-02
srv_rerror_rate 2.046792e-02 -1.830708e-02 1.522844e-02 -7.917181e-02
same_srv_rate 5.253228e-02 2.572507e-02 -6.527591e-02 -8.105912e-02
diff_srv_rate 1.271008e-02 -5.274508e-03 -1.185028e-02 1.581861e-02
srv_diff_host_rate 5.002396e-04 -1.297608e-02 -2.154337e-03 2.259900e-03
dst_host_count 2.127888e-02 -1.355813e-02 -6.844372e-03 -3.590859e-03
dst_host_srv_count -3.531794e-02 9.619657e-02 5.186659e-02 7.435705e-03
... ... ... ... ...
service__remote_job -2.546542e-05 1.624647e-04 -5.179273e-04 -2.140167e-04
service__rje 5.934172e-06 1.532937e-04 -5.578035e-04 -1.196708e-04
service__shell 5.109291e-06 -9.566631e-06 -4.551678e-04 3.924767e-04
service__smtp 1.523536e-02 4.006908e-04 3.432819e-02 1.938996e-02
service__sql_net -5.977757e-05 3.832626e-04 -1.623954e-03 6.725646e-04
service__ssh -2.087260e-04 6.091629e-04 -1.984381e-03 1.016395e-04
service__sunrpc -5.197040e-04 1.176852e-03 -2.520387e-03 1.762028e-04
service__supdup -6.367506e-04 1.624993e-03 -3.427696e-03 3.458494e-04
service__systat -7.568543e-04 1.607197e-03 -2.911752e-03 -3.238306e-04
service__telnet 2.151320e-02 -3.630214e-03 -1.531271e-02 6.318981e-03
service__tftp_u -2.312552e-05 -2.179290e-06 -3.523338e-05 -3.606570e-06
service__tim_i 2.143559e-05 5.055170e-05 -1.046901e-05 -8.430504e-06
service__time -1.187776e-03 2.388573e-03 -5.132230e-03 -9.132277e-04
service__urh_i 2.021400e-05 4.666222e-05 -1.225367e-04 -5.845561e-05
service__urp_i 9.227377e-04 1.645038e-03 -4.155875e-03 2.267109e-03
service__uucp 7.207499e-04 -6.815413e-04 -5.695630e-03 5.053702e-03
service__uucp_path -1.187599e-03 2.543240e-03 -4.239852e-03 -2.218494e-05
service__vmnet -1.092334e-03 2.306562e-03 -3.757004e-03 -1.121289e-04
service__whois -1.074562e-03 2.386410e-03 -4.271563e-03 -2.184784e-04
flag__OTH 1.911265e-04 -2.568876e-04 -5.913059e-04 5.746812e-04
flag__REJ -8.055075e-04 2.078709e-02 1.160738e-02 7.636298e-03
flag__RSTO -8.900712e-04 -2.999959e-03 -9.840914e-03 5.153463e-04
flag__RSTOS0 2.885154e-04 -1.186829e-03 7.963362e-04 -1.018275e-03
flag__RSTR 7.859253e-03 -2.144773e-02 1.582044e-03 -3.202207e-02
flag__S0 -1.219475e-03 8.623167e-03 3.583437e-03 8.514302e-03
flag__S1 2.440659e-03 -2.073195e-03 7.591728e-04 3.701818e-03
flag__S2 4.153870e-05 9.801651e-04 7.978761e-04 7.861543e-04
flag__S3 1.525866e-04 2.130255e-04 3.499302e-04 3.627852e-04
flag__SF -1.177053e-02 8.384130e-04 -8.883207e-03 1.157357e-02
flag__SH 3.711906e-03 -3.477263e-03 -1.607466e-04 -6.246129e-04
PC26 PC27 PC28 PC29 \
duration -4.570739e-02 8.961182e-03 -4.253004e-03 1.446005e-03
src_bytes 8.654447e-02 -3.317529e-02 6.533364e-02 1.752150e-02
dst_bytes 1.108088e-01 7.997771e-03 -7.678905e-03 -4.281024e-03
land 6.559541e-04 4.633138e-04 -7.442675e-05 -6.284649e-04
wrong_fragment 1.658272e-02 -8.016782e-03 -2.977192e-03 -6.315870e-04
urgent 5.611710e-05 6.348037e-05 -6.964580e-06 -1.693871e-04
hot -8.256639e-03 -6.677139e-03 -1.367012e-03 -7.827279e-04
num_failed_logins -5.154870e-04 -4.108386e-04 2.985744e-04 7.288507e-05
logged_in -3.888473e-02 1.084273e-02 -4.564052e-02 -4.510585e-02
num_compromised -1.289336e-02 -4.683343e-03 3.139552e-05 -8.035671e-03
root_shell 7.005095e-04 4.154277e-04 5.277324e-06 9.987973e-05
su_attempted 2.664833e-04 -1.947809e-04 1.487374e-04 5.564571e-04
num_root 1.119864e-02 1.085750e-03 8.904353e-04 1.107004e-02
num_file_creations -1.946289e-03 -1.629637e-03 -3.135195e-04 1.851574e-05
num_shells -3.802026e-04 -4.742334e-04 2.549430e-04 3.404535e-05
num_access_files 1.199007e-03 7.901645e-04 4.098597e-04 -1.467823e-03
num_outbound_cmds -1.712514e-17 1.387594e-17 5.190767e-17 -1.540434e-17
is_host_login 9.915612e-07 -3.758542e-06 3.911616e-06 9.534995e-06
is_guest_login -5.758203e-03 -5.851495e-04 -7.316709e-03 -1.431205e-03
count 7.844635e-03 5.379288e-02 -2.356835e-02 -1.197750e-02
srv_count -2.822609e-02 -3.063140e-02 1.142081e-02 -2.176204e-02
serror_rate 4.074770e-02 -1.886603e-03 9.513447e-03 4.743469e-03
srv_serror_rate 3.876790e-02 8.111868e-03 1.372342e-03 4.293073e-03
rerror_rate 3.902394e-02 -2.386902e-02 -1.739432e-04 1.108815e-02
srv_rerror_rate 5.122438e-02 -3.546508e-02 1.882723e-02 1.299986e-02
same_srv_rate 2.057493e-02 1.161207e-01 -4.025454e-02 -1.000989e-02
diff_srv_rate 2.559507e-03 3.098547e-02 -1.878045e-02 -1.323234e-02
srv_diff_host_rate -1.068827e-02 -4.065868e-03 1.655731e-02 -2.115406e-02
dst_host_count 1.877898e-02 3.124522e-02 4.998881e-03 -1.871628e-03
dst_host_srv_count -5.806051e-02 -1.268754e-01 -7.475296e-02 -1.547146e-02
... ... ... ... ...
service__remote_job 4.216321e-04 -3.119992e-04 -1.354715e-05 8.156227e-05
service__rje 4.567326e-04 -3.915334e-04 1.564721e-05 7.765504e-05
service__shell 2.374244e-04 -2.396233e-04 2.793741e-05 1.574959e-04
service__smtp 5.385744e-02 2.241496e-03 -1.369750e-01 6.159746e-02
service__sql_net 1.021812e-03 -8.037789e-04 -2.683787e-05 2.801444e-04
service__ssh 1.438992e-03 -9.131449e-04 -1.598393e-04 2.283207e-04
service__sunrpc 1.562903e-03 -8.834146e-04 -4.813361e-04 4.784152e-04
service__supdup 2.300659e-03 -1.526324e-03 -1.134779e-04 5.987550e-04
service__systat 2.088369e-03 -1.266527e-03 -1.502478e-04 4.325990e-04
service__telnet 1.291872e-02 6.542232e-03 -7.430130e-03 -4.336054e-04
service__tftp_u -5.868458e-05 -7.545038e-05 2.144285e-05 7.610746e-06
service__tim_i -3.016157e-06 3.225012e-05 1.224663e-04 2.538534e-04
service__time 1.441060e-03 1.415002e-03 -1.254622e-03 1.537628e-03
service__urh_i -1.453249e-04 4.360551e-06 3.849599e-05 2.780254e-04
service__urp_i -8.269373e-03 -3.742709e-03 5.926417e-03 1.658393e-02
service__uucp 3.077707e-03 -5.727774e-03 8.219191e-04 2.026024e-03
service__uucp_path 2.942345e-03 -1.547281e-03 -3.319776e-04 6.324959e-04
service__vmnet 2.648709e-03 -1.417681e-03 -2.525435e-04 5.849043e-04
service__whois 3.039165e-03 -1.970902e-03 -1.302731e-04 6.918486e-04
flag__OTH -1.003314e-03 6.579609e-04 -7.229599e-04 -1.041425e-04
flag__REJ -1.461667e-03 -1.208850e-03 2.046485e-02 -2.738175e-03
flag__RSTO 8.301972e-03 -1.052451e-02 -5.857271e-03 5.580630e-03
flag__RSTOS0 5.140756e-04 -9.159090e-04 -5.978546e-05 -5.071346e-04
flag__RSTR 7.247098e-03 1.623632e-03 -1.136979e-02 1.517422e-03
flag__S0 3.627786e-03 2.744412e-03 -1.073828e-03 1.045459e-03
flag__S1 6.795535e-03 5.874556e-04 6.592117e-04 4.518917e-04
flag__S2 8.627314e-04 -1.050407e-04 3.360154e-04 2.607944e-04
flag__S3 6.482633e-04 1.397206e-04 7.710939e-05 2.686677e-05
flag__SF -2.780699e-02 7.059409e-03 -1.923494e-03 -5.984504e-03
flag__SH 2.274513e-03 -5.827854e-05 -5.300590e-04 4.508911e-04
PC30 PC31 PC32 PC33 \
duration -1.029480e-02 6.475359e-03 -6.175985e-04 -1.676585e-03
src_bytes 2.958364e-02 -2.176680e-02 8.381682e-03 3.298038e-03
dst_bytes 2.190990e-02 -1.425859e-02 2.725641e-02 -1.324547e-02
land -3.715126e-05 -1.878400e-04 -4.007591e-04 3.660261e-04
wrong_fragment -7.330234e-03 4.865817e-03 3.549612e-03 -1.860580e-03
urgent 2.186745e-04 -1.083111e-04 5.243746e-05 -1.341810e-04
hot -3.063456e-03 1.621153e-03 -3.126958e-03 -5.782790e-04
num_failed_logins -2.354979e-05 9.427581e-04 -5.219702e-04 1.326969e-04
logged_in -5.111606e-02 2.565285e-02 -1.571071e-02 1.094514e-02
num_compromised -2.419159e-03 1.424736e-03 -1.922554e-03 4.654648e-03
root_shell -1.734560e-04 -3.748876e-04 3.108158e-04 6.418837e-04
su_attempted 5.002392e-04 -3.625866e-04 -3.418082e-04 1.261694e-03
num_root 1.807439e-03 -1.250280e-03 -1.092958e-03 -3.460044e-03
num_file_creations -1.158534e-03 2.998801e-04 -1.721289e-03 2.019355e-03
num_shells 5.888339e-04 -1.332556e-04 1.799567e-04 -5.613313e-05
num_access_files 4.624959e-04 -1.895387e-04 8.055589e-04 2.609916e-04
num_outbound_cmds 7.957468e-17 -6.623409e-17 8.376959e-18 9.466807e-18
is_host_login -6.292019e-06 9.745207e-06 7.242424e-06 -4.125525e-05
is_guest_login -1.298245e-04 2.467518e-03 -6.936785e-04 -3.135197e-04
count 3.818411e-02 -1.724345e-02 3.930402e-04 4.444906e-03
srv_count -4.238701e-02 1.329601e-02 -6.533956e-03 -7.219300e-05
serror_rate 1.716772e-02 1.589237e-02 -1.334462e-02 6.021668e-02
srv_serror_rate 1.837714e-02 -6.775414e-03 -6.639129e-04 6.369188e-02
rerror_rate -3.647835e-02 -8.102018e-02 2.181718e-02 7.902017e-03
srv_rerror_rate -3.005257e-02 -4.260755e-02 4.240608e-03 -8.603720e-03
same_srv_rate 8.710874e-02 -3.354158e-02 -1.005480e-02 -4.565205e-04
diff_srv_rate 1.708255e-02 -8.876788e-03 3.314426e-03 1.236119e-03
srv_diff_host_rate 2.482582e-03 -1.468430e-03 2.273787e-03 1.009067e-03
dst_host_count -9.604096e-03 1.482753e-03 -5.629093e-03 2.270359e-03
dst_host_srv_count 4.712144e-02 -6.611115e-03 1.492268e-02 -7.333818e-03
... ... ... ... ...
service__remote_job -2.871215e-05 1.121514e-04 2.573350e-05 8.607810e-05
service__rje -6.280930e-05 1.272498e-04 -2.027930e-05 -9.569311e-06
service__shell -3.444153e-04 4.491346e-05 3.588590e-04 1.518487e-04
service__smtp -3.080831e-02 1.958258e-03 -6.665456e-02 -7.826822e-04
service__sql_net -3.127117e-04 3.957421e-04 -1.252780e-04 -2.870663e-04
service__ssh -3.452506e-04 3.951149e-04 2.010262e-04 5.643584e-05
service__sunrpc -3.598463e-04 3.081094e-04 2.183503e-03 1.543587e-03
service__supdup -4.376596e-04 4.896366e-04 -2.321127e-04 -1.821427e-04
service__systat -1.143711e-04 4.586925e-04 -2.711197e-04 -2.605861e-04
service__telnet -4.620052e-04 -2.910394e-03 1.819936e-02 -4.612663e-03
service__tftp_u -4.803659e-05 2.142046e-05 -2.940149e-05 1.795416e-05
service__tim_i 8.359895e-05 -7.738676e-06 4.723439e-05 -3.642644e-06
service__time -2.596127e-03 1.939582e-03 2.975404e-03 3.672997e-03
service__urh_i 1.849407e-04 -1.536604e-05 6.738595e-05 3.517941e-06
service__urp_i 7.810895e-03 -6.811188e-04 6.400597e-03 2.096735e-03
service__uucp -4.656696e-03 2.973292e-03 4.847409e-03 3.007936e-03
service__uucp_path -2.117761e-05 4.864565e-04 -5.151983e-04 -5.591458e-04
service__vmnet 1.952844e-05 4.168195e-04 -3.999111e-04 -4.548510e-04
service__whois -2.394756e-04 6.496597e-04 -5.257448e-04 -4.731576e-04
flag__OTH 1.352842e-04 -3.147626e-04 6.848439e-05 3.369325e-04
flag__REJ -2.790257e-04 -1.715021e-02 -7.780275e-02 -5.303841e-02
flag__RSTO -1.510643e-02 -6.039327e-03 3.722936e-02 2.774176e-02
flag__RSTOS0 -3.467117e-05 4.645232e-04 2.440284e-04 1.940836e-03
flag__RSTR 6.165977e-03 9.969557e-03 4.017338e-02 2.369873e-02
flag__S0 -1.882389e-03 -2.666621e-03 -2.755841e-03 3.585180e-03
flag__S1 6.277220e-03 -4.636527e-04 -4.208717e-04 2.148077e-02
flag__S2 1.050458e-03 3.931601e-04 -1.535823e-03 7.398526e-03
flag__S3 4.395473e-04 5.318839e-05 -1.633521e-04 2.292693e-03
flag__SF 1.442618e-03 1.629750e-02 4.283661e-03 -3.440603e-02
flag__SH 1.791414e-03 -5.433541e-04 6.797286e-04 -1.030991e-03
PC34 PC35 PC36 PC37 \
duration 4.635650e-03 3.177713e-03 -1.782025e-03 -1.625767e-03
src_bytes -8.545510e-03 3.237719e-03 -9.818735e-04 1.695019e-03
dst_bytes 3.319956e-02 -1.108696e-02 -8.916663e-03 3.856818e-03
land -2.972034e-05 -5.738336e-04 -5.650142e-04 3.249830e-04
wrong_fragment 2.576288e-03 1.221375e-03 -3.732379e-04 1.684250e-03
urgent -1.898323e-04 -6.002344e-05 3.218549e-05 -9.001503e-05
hot -3.098662e-03 -1.263804e-03 -8.588511e-04 2.856579e-04
num_failed_logins -2.615520e-04 2.889999e-04 -5.393239e-04 1.514269e-04
logged_in -2.635055e-02 3.713462e-02 3.198514e-02 -3.502966e-02
num_compromised -1.707207e-03 1.230038e-03 -4.424107e-03 1.802120e-03
root_shell 6.352225e-04 -2.862098e-04 4.250807e-04 2.115533e-04
su_attempted 1.156635e-04 1.976516e-04 -5.994546e-04 7.060258e-04
num_root -1.204333e-03 -8.565828e-04 1.044238e-03 -2.131147e-04
num_file_creations -9.392266e-04 1.060924e-04 -2.145100e-03 8.147354e-04
num_shells 1.087753e-04 -4.343423e-05 -2.569733e-04 -1.791194e-04
num_access_files 7.027619e-04 -1.417720e-04 8.796790e-04 -5.965553e-04
num_outbound_cmds -2.203473e-18 4.571777e-17 -7.851192e-18 -1.220493e-18
is_host_login -8.348691e-06 -8.313744e-06 1.721116e-05 -1.550644e-05
is_guest_login 2.087326e-03 1.083058e-03 1.896514e-03 -8.896026e-05
count -3.644190e-03 2.901712e-04 -1.736155e-06 -2.506581e-03
srv_count -1.831628e-04 -1.632802e-03 -1.453883e-03 8.300086e-04
serror_rate 3.597932e-02 -1.227888e-02 -1.392275e-02 -4.144323e-02
srv_serror_rate 2.747699e-02 1.172532e-02 9.263828e-03 1.371506e-02
rerror_rate -4.497722e-03 1.480028e-02 8.954621e-03 2.110561e-02
srv_rerror_rate 6.355159e-03 -1.608988e-02 -1.138070e-02 -3.450022e-02
same_srv_rate -5.540281e-04 -3.387754e-03 5.130031e-03 -2.837597e-03
diff_srv_rate -4.555179e-03 5.776565e-04 -1.451413e-03 -1.918547e-03
srv_diff_host_rate 5.735262e-04 -1.562512e-03 1.189007e-03 1.591429e-03
dst_host_count 3.108646e-03 1.813028e-04 -3.784815e-04 5.951078e-04
dst_host_srv_count 5.928709e-03 -3.177741e-03 3.835610e-03 9.017640e-04
... ... ... ... ...
service__remote_job 9.857613e-05 5.126743e-04 1.050201e-05 1.715843e-04
service__rje 1.035287e-04 5.080640e-04 -1.342718e-05 1.351955e-04
service__shell -3.486953e-04 1.055532e-04 -4.693583e-05 1.152669e-04
service__smtp -1.830510e-02 2.131627e-03 -2.543194e-02 -6.797644e-03
service__sql_net 3.982056e-04 1.112790e-03 -1.442300e-04 1.139236e-04
service__ssh -1.900129e-04 1.100900e-03 -3.784723e-05 -3.547037e-06
service__sunrpc -2.926944e-03 -1.121644e-03 -4.706049e-04 -3.228920e-04
service__supdup 4.954212e-04 2.839049e-03 -2.771858e-04 6.480538e-04
service__systat 4.111660e-04 2.373307e-03 -3.692520e-04 1.827086e-04
service__telnet 8.878083e-03 -2.848482e-02 9.849997e-02 -2.645188e-02
service__tftp_u -3.223678e-05 8.159672e-06 -1.134701e-06 -1.182518e-05
service__tim_i -9.023099e-07 4.553454e-05 5.031996e-06 -5.142462e-06
service__time -4.890812e-03 -3.967754e-03 -1.016690e-03 1.087738e-03
service__urh_i 2.632450e-05 5.215167e-05 1.261845e-05 -3.408890e-05
service__urp_i -1.989752e-04 6.421264e-03 -2.436549e-03 -3.340286e-03
service__uucp -6.678909e-03 -4.236968e-03 -9.503953e-04 -3.384498e-04
service__uucp_path 9.297166e-04 3.815078e-03 -5.443675e-04 2.256851e-04
service__vmnet 7.545175e-04 3.313020e-03 -4.672389e-04 1.907115e-04
service__whois 7.878321e-04 3.925661e-03 -5.372669e-04 3.781159e-04
flag__OTH 3.466521e-04 -2.387788e-04 -1.743382e-04 -3.434001e-05
flag__REJ 8.286873e-02 2.693156e-02 1.120753e-02 1.629664e-03
flag__RSTO -4.378090e-02 -4.530336e-02 5.813672e-03 -1.103628e-02
flag__RSTOS0 2.451417e-04 7.394681e-04 4.688546e-05 -2.338252e-04
flag__RSTR -3.796968e-02 1.486442e-02 -1.920073e-02 2.036911e-03
flag__S0 -9.268758e-03 -2.416754e-03 -5.246275e-03 1.511358e-02
flag__S1 1.424902e-02 -1.313938e-03 1.627704e-03 -9.210812e-03
flag__S2 3.360911e-03 -4.091803e-04 -9.341070e-04 -4.372695e-03
flag__S3 1.388171e-03 -5.826002e-05 -9.324644e-05 -9.422512e-04
flag__SF -1.517764e-02 2.871800e-03 4.080283e-03 7.969088e-03
flag__SH 3.738353e-03 4.333029e-03 2.872623e-03 -9.190354e-04
PC38 PC39 PC40 PC41 \
duration 3.940491e-03 8.425176e-04 3.169128e-03 -2.324750e-03
src_bytes 1.823099e-03 -6.447173e-03 -2.463551e-03 -8.495211e-03
dst_bytes -8.044474e-03 8.896322e-03 -1.427586e-03 3.374574e-03
land 1.234700e-03 -7.251285e-04 3.061064e-04 4.857888e-04
wrong_fragment -9.685668e-04 -6.095518e-04 -1.872911e-04 2.801036e-04
urgent -1.250825e-04 -2.716059e-05 6.316024e-05 4.255344e-05
hot 3.923855e-04 1.194258e-03 -3.164906e-03 -1.379846e-03
num_failed_logins -3.439502e-04 2.257010e-05 1.822887e-04 1.274617e-04
logged_in -2.157093e-02 -2.181484e-02 3.901939e-02 2.719166e-02
num_compromised -2.189042e-03 7.125752e-04 7.681046e-04 8.866550e-04
root_shell 1.076446e-04 1.305405e-04 -7.157266e-04 3.299132e-04
su_attempted -4.403547e-04 3.088469e-04 1.806127e-04 1.122272e-05
num_root 1.431852e-03 -1.696281e-04 -9.675616e-04 -7.344496e-04
num_file_creations -5.988259e-04 4.138424e-04 -1.817319e-04 4.771626e-04
num_shells -1.501980e-04 3.522224e-06 1.348538e-04 1.450678e-05
num_access_files 2.715266e-05 -2.578495e-04 6.747229e-05 9.960624e-05
num_outbound_cmds 2.383824e-17 2.990837e-17 6.257944e-17 -6.210325e-17
is_host_login 1.071938e-05 -5.763755e-06 -4.556090e-06 -8.560687e-06
is_guest_login -3.171641e-04 7.469642e-04 5.300094e-03 3.654672e-03
count 2.485557e-03 1.085705e-03 3.956870e-04 -1.816471e-03
srv_count -7.136956e-03 -2.627091e-03 -1.824836e-03 -5.716123e-03
serror_rate 4.832723e-03 -1.479277e-02 4.375163e-03 4.022527e-03
srv_serror_rate -9.547176e-03 9.912570e-03 8.868491e-03 -2.106919e-03
rerror_rate -1.181913e-02 1.552235e-02 3.744410e-03 -3.209916e-03
srv_rerror_rate 2.741274e-03 -2.000039e-02 3.539458e-03 9.900465e-03
same_srv_rate -7.609642e-03 1.091407e-03 9.591166e-03 6.112941e-04
diff_srv_rate -2.308484e-04 9.987468e-04 8.815233e-04 6.961586e-04
srv_diff_host_rate 3.170580e-03 8.577789e-04 -2.072398e-04 1.971450e-03
dst_host_count 2.078195e-03 1.125268e-03 1.114386e-04 -7.610948e-04
dst_host_srv_count -2.346502e-03 -1.365365e-03 4.534900e-04 -1.565237e-03
... ... ... ... ...
service__remote_job 9.257931e-05 9.761686e-05 -1.481805e-04 -1.969134e-05
service__rje 9.243173e-05 1.075675e-04 -1.425971e-04 5.065330e-05
service__shell 7.067317e-05 1.936736e-04 1.291875e-04 -1.110070e-04
service__smtp -6.285406e-04 3.029124e-02 -1.287904e-02 -2.129304e-02
service__sql_net -3.953870e-05 -1.087122e-04 -3.376592e-04 1.914882e-04
service__ssh 1.422459e-05 4.044248e-04 5.630349e-04 4.762867e-04
service__sunrpc 4.571465e-04 2.077128e-03 2.194456e-03 -9.929971e-04
service__supdup -5.825572e-05 3.339075e-04 -9.937952e-04 3.831444e-04
service__systat 2.150306e-04 1.613930e-04 -9.623643e-04 1.906289e-04
service__telnet 3.455392e-02 -8.847048e-03 -3.453139e-02 -1.946646e-02
service__tftp_u 2.947862e-05 4.043869e-05 -3.082790e-05 1.019978e-05
service__tim_i 1.813080e-05 -1.428137e-05 -2.549249e-06 2.035807e-05
service__time 2.793447e-03 4.425777e-03 2.861199e-03 -4.799140e-04
service__urh_i -2.558140e-05 3.227467e-05 2.526952e-05 5.581075e-05
service__urp_i 8.776606e-04 2.318280e-03 -4.529968e-03 3.854118e-03
service__uucp -3.457394e-04 6.027048e-03 9.737550e-03 -1.334517e-03
service__uucp_path 3.337858e-04 9.436063e-05 -1.576576e-03 3.221883e-04
service__vmnet 2.958988e-04 1.038900e-04 -1.306970e-03 2.584154e-04
service__whois 3.595434e-04 3.886583e-04 -1.561228e-03 5.301567e-04
flag__OTH 6.616206e-04 -1.668470e-04 -9.091006e-04 -5.169436e-04
flag__REJ 2.811015e-03 -8.294983e-03 7.905165e-03 -5.032766e-03
flag__RSTO 1.114489e-02 2.541738e-02 4.665920e-02 -1.860061e-02
flag__RSTOS0 1.023461e-03 -1.182314e-04 1.145359e-03 -1.298862e-03
flag__RSTR -1.419562e-02 -1.997941e-02 -5.481731e-02 2.624078e-02
flag__S0 1.244396e-03 9.639113e-03 -2.299552e-02 2.604939e-03
flag__S1 -2.171298e-03 -2.625637e-03 5.751309e-03 1.068305e-03
flag__S2 3.239101e-04 -1.252582e-03 1.478263e-03 8.712789e-05
flag__S3 -1.137072e-04 -2.413691e-04 5.710197e-04 -1.049112e-04
flag__SF -1.974465e-03 -1.512773e-03 4.336978e-03 1.633959e-03
flag__SH 1.245789e-03 -8.646583e-04 1.087464e-02 -6.081020e-03
PC42 PC43 PC44 PC45 \
duration -1.793316e-04 3.945674e-04 2.154087e-04 5.733205e-06
src_bytes 5.612669e-04 2.185646e-03 3.536576e-03 2.457471e-03
dst_bytes -5.461902e-04 -8.966957e-05 -1.296878e-03 -1.238013e-03
land 8.337763e-04 -1.015062e-04 -3.689192e-05 3.330651e-05
wrong_fragment -7.777479e-05 2.280356e-03 -1.364487e-03 -6.548523e-04
urgent 3.189153e-05 -9.056142e-05 -4.934065e-07 -3.178283e-05
hot 3.057011e-04 -2.131287e-03 -1.279815e-03 -4.047270e-03
num_failed_logins 9.847311e-05 -1.236835e-04 -8.090459e-06 -7.599985e-05
logged_in 1.518310e-02 -2.400174e-02 -3.352199e-03 -6.188457e-03
num_compromised -4.904419e-04 -2.926962e-04 -6.796274e-05 1.300316e-05
root_shell -1.832623e-04 -2.654161e-04 -2.078747e-04 -4.368174e-04
su_attempted -5.243152e-04 -8.890197e-05 8.835716e-05 1.130936e-04
num_root 1.456795e-04 5.660273e-04 1.244895e-04 9.985575e-05
num_file_creations -1.540686e-04 1.176434e-04 -5.656084e-05 5.387644e-05
num_shells 1.020755e-04 1.261367e-05 4.913453e-05 6.990792e-05
num_access_files 1.890543e-04 -1.445296e-04 -1.832411e-05 -5.445918e-05
num_outbound_cmds 8.228859e-18 4.275933e-17 -1.064903e-18 6.396353e-18
is_host_login 2.281207e-05 8.823567e-06 3.731534e-06 4.473207e-06
is_guest_login 2.418864e-04 3.622389e-03 9.884502e-04 7.777352e-03
count 3.492904e-04 -2.490240e-03 -3.277499e-04 -5.442129e-04
srv_count -1.599141e-04 -1.101459e-04 1.759017e-03 8.488500e-04
serror_rate -6.336418e-03 -3.363814e-03 6.833129e-04 -2.141775e-04
srv_serror_rate 1.941733e-02 -1.840400e-03 1.683965e-03 -6.202195e-04
rerror_rate 5.207804e-02 7.941985e-03 6.398969e-04 -3.259491e-04
srv_rerror_rate -4.861150e-02 -1.623192e-02 -2.200362e-04 -1.762650e-03
same_srv_rate -3.499266e-03 -8.016347e-04 2.779382e-03 3.122746e-03
diff_srv_rate -1.145833e-03 -7.295035e-04 1.219034e-03 1.306987e-03
srv_diff_host_rate 4.952361e-04 6.294158e-05 5.452979e-04 5.260097e-04
dst_host_count -5.016959e-05 9.278343e-04 -3.313223e-04 2.013356e-05
dst_host_srv_count -7.595007e-04 -1.167859e-03 1.601495e-03 2.866385e-04
... ... ... ... ...
service__remote_job -2.080429e-05 -2.529397e-04 7.964661e-05 7.027553e-05
service__rje 1.840718e-05 -2.386429e-04 1.202710e-04 1.263869e-04
service__shell 3.390303e-04 3.174299e-04 2.001702e-04 2.360605e-04
service__smtp -3.562674e-03 -9.618445e-03 -1.583094e-02 -1.771046e-02
service__sql_net -2.288942e-04 -3.201239e-04 3.818772e-04 4.500557e-04
service__ssh -9.309034e-05 -6.748660e-04 4.556784e-04 5.099452e-04
service__sunrpc -4.895723e-04 4.864765e-04 3.626394e-04 2.046366e-04
service__supdup -9.726306e-05 -1.629498e-03 8.286722e-04 9.926772e-04
service__systat 1.450997e-04 -1.551098e-03 5.190012e-04 5.385256e-04
service__telnet 6.375260e-03 -5.498456e-03 -7.889710e-03 -9.156341e-03
service__tftp_u 2.331075e-05 -1.085324e-04 2.649182e-05 -6.259626e-07
service__tim_i -2.476100e-06 1.796646e-05 -1.550560e-05 -6.925554e-06
service__time -3.786328e-03 6.429267e-03 3.089047e-03 6.733734e-03
service__urh_i -1.736755e-05 -3.045199e-05 -3.921857e-05 -2.784471e-05
service__urp_i -4.534066e-04 -3.268264e-03 -7.068220e-03 -6.483606e-03
service__uucp -5.281569e-03 8.003425e-03 2.954738e-03 5.480232e-03
service__uucp_path 1.137396e-04 -3.203851e-03 1.339021e-03 1.862261e-03
service__vmnet 1.275054e-04 -2.522010e-03 8.486692e-04 9.969110e-04
service__whois 1.806156e-04 -3.426139e-03 1.328789e-03 1.885108e-03
flag__OTH -1.000559e-03 1.636249e-03 -5.710071e-05 5.872375e-04
flag__REJ 8.616154e-04 4.010575e-03 -6.512555e-04 1.255697e-03
flag__RSTO -8.864310e-03 1.394431e-02 -2.000702e-03 -1.496108e-03
flag__RSTOS0 -2.459470e-03 -2.332108e-04 -2.817695e-04 -2.646376e-04
flag__RSTR 4.106118e-03 -1.938544e-02 2.587475e-03 6.885675e-04
flag__S0 1.582580e-03 4.904713e-03 -5.066379e-03 -1.908663e-03
flag__S1 4.797519e-03 -3.613125e-03 1.649467e-03 7.671065e-04
flag__S2 2.259120e-03 -5.006822e-04 4.199629e-04 -1.771389e-04
flag__S3 6.582272e-04 -1.889563e-04 1.558179e-04 3.741156e-05
flag__SF 2.302516e-03 -2.948168e-03 1.246583e-03 -1.142441e-03
flag__SH -4.243356e-03 2.373736e-03 1.997902e-03 1.652969e-03
PC46 PC47 PC48 PC49 \
duration 1.165542e-04 2.085209e-04 3.774608e-04 3.001251e-04
src_bytes -2.237230e-03 -5.857033e-04 -7.412459e-04 -7.228641e-04
dst_bytes 9.900765e-04 -5.442694e-05 -6.842325e-05 -3.124873e-04
land -2.437651e-05 4.709629e-05 -1.637578e-05 -4.309546e-05
wrong_fragment 6.930741e-04 -1.926515e-04 -1.374363e-04 3.570118e-06
urgent 2.014017e-05 -5.444303e-06 -6.011022e-06 -2.218623e-06
hot 3.929070e-03 2.669929e-03 3.392706e-03 2.175531e-03
num_failed_logins 5.827300e-05 3.004683e-05 3.566296e-05 2.014320e-05
logged_in 3.413860e-03 1.895096e-03 1.840324e-03 -1.133187e-03
num_compromised -5.287733e-05 -1.670403e-04 -1.316861e-04 -1.112342e-04
root_shell 4.271763e-04 3.749302e-04 3.974213e-04 2.446313e-04
su_attempted -1.546592e-04 -3.189679e-04 -3.529615e-04 -1.417738e-04
num_root -4.249465e-05 2.159871e-05 1.412570e-06 5.692031e-05
num_file_creations -5.008879e-05 -7.189714e-05 -7.555151e-05 -5.128850e-05
num_shells -6.811096e-05 -4.570047e-05 -5.095103e-05 -3.045434e-05
num_access_files 4.230330e-05 4.983850e-05 4.602957e-05 2.507326e-05
num_outbound_cmds -9.034486e-18 1.050198e-17 1.000601e-17 2.080158e-18
is_host_login -3.148829e-06 -3.476704e-07 -1.565320e-06 -4.566235e-07
is_guest_login -7.846979e-03 -6.334393e-03 -8.386313e-03 -5.207091e-03
count -2.265009e-04 9.613477e-04 9.823366e-04 -6.561596e-04
srv_count -4.098568e-04 -7.461411e-04 -9.997813e-04 3.970246e-04
serror_rate -3.946938e-04 -1.927665e-03 -2.611855e-03 -5.528285e-05
srv_serror_rate 6.684421e-04 1.436006e-03 1.859992e-03 1.107589e-03
rerror_rate 3.925958e-04 -1.944107e-04 -1.125879e-03 3.782084e-04
srv_rerror_rate 5.623212e-04 -4.193298e-04 5.424500e-04 -8.026912e-04
same_srv_rate -2.061455e-03 1.892714e-03 2.353095e-03 6.663987e-04
diff_srv_rate -9.096813e-04 4.121821e-04 6.081716e-04 3.402730e-04
srv_diff_host_rate -3.943907e-04 9.859012e-06 -6.704300e-05 1.033262e-04
dst_host_count 4.664343e-06 -1.688059e-04 -1.906664e-04 -7.015609e-05
dst_host_srv_count -2.763835e-04 3.897308e-04 5.843519e-04 3.699963e-04
... ... ... ... ...
service__remote_job -2.195280e-04 3.901069e-05 -1.535030e-05 -2.602549e-05
service__rje -2.687601e-04 4.641046e-05 -1.736384e-05 -9.435252e-06
service__shell -1.971076e-04 -9.481637e-05 9.144521e-07 1.426710e-04
service__smtp 1.290166e-02 -4.303361e-03 -3.627616e-03 -3.946930e-03
service__sql_net -8.973087e-04 3.983020e-05 -1.376990e-04 7.326163e-05
service__ssh -1.083001e-03 8.340591e-06 1.237118e-04 2.099002e-04
service__sunrpc -5.600832e-04 -1.117660e-03 8.773056e-04 7.903892e-04
service__supdup -3.474779e-03 2.766881e-04 -5.327595e-04 -1.708679e-04
service__systat -2.472349e-03 3.087455e-04 -2.837717e-04 -3.218885e-04
service__telnet 6.366886e-03 -1.185093e-03 -2.626239e-03 -3.567693e-03
service__tftp_u -1.483065e-05 3.300356e-06 -1.984201e-06 -1.037789e-06
service__tim_i 3.126416e-06 -1.736334e-05 -3.349588e-05 -8.652759e-06
service__time -6.423777e-03 -3.982454e-03 1.004940e-02 1.644520e-02
service__urh_i 2.222305e-05 -4.805925e-06 -1.364101e-05 3.970786e-06
service__urp_i 4.701133e-03 -6.944915e-03 -1.258911e-02 -1.214674e-03
service__uucp -4.928947e-03 6.850873e-02 -4.968935e-03 -1.356188e-02
service__uucp_path -8.905353e-03 2.258727e-03 -1.977779e-03 -6.017480e-03
service__vmnet -5.211621e-03 9.643375e-04 -6.388233e-04 -1.291342e-03
service__whois -9.062831e-03 1.906417e-03 -2.955181e-03 -6.281752e-03
flag__OTH -2.655231e-04 1.705985e-04 2.493459e-04 1.779141e-04
flag__REJ -1.655065e-03 2.778020e-03 -5.483399e-04 -7.717946e-04
flag__RSTO 5.406296e-03 -4.102096e-03 4.251056e-03 2.918730e-03
flag__RSTOS0 1.536218e-04 -8.253279e-04 -5.146198e-04 2.971740e-04
flag__RSTR -4.277562e-03 1.165784e-03 -4.248886e-03 -2.753635e-03
flag__S0 1.675025e-03 5.400813e-03 5.812193e-03 -5.324892e-03
flag__S1 -1.180654e-03 -1.233045e-03 -1.727360e-03 1.033915e-04
flag__S2 2.145409e-04 2.103012e-04 3.693091e-04 6.591310e-04
flag__S3 -4.126824e-05 3.375590e-06 3.402487e-05 7.492751e-05
flag__SF 5.763274e-04 -8.757598e-04 -1.329307e-03 1.148492e-03
flag__SH -6.057402e-04 -2.692663e-03 -2.347417e-03 3.470561e-03
PC50 PC51 PC52 PC53 \
duration 4.725559e-04 -1.168014e-04 1.894604e-04 2.808567e-04
src_bytes -1.081787e-03 4.233310e-04 -7.817312e-04 -1.307530e-03
dst_bytes -5.659656e-04 2.158758e-04 -3.516407e-04 -5.382279e-04
land -7.153229e-05 -3.792817e-06 1.658554e-05 5.405602e-05
wrong_fragment -3.922463e-05 -1.482982e-05 4.673098e-05 6.439875e-05
urgent -6.826247e-07 -5.700501e-06 1.457068e-05 2.946216e-05
hot 3.124909e-03 -4.660450e-04 4.022888e-04 2.855951e-04
num_failed_logins 2.810873e-05 -1.754196e-06 -4.762434e-06 -1.287648e-05
logged_in -2.119742e-03 1.362750e-03 -2.983403e-03 -4.829279e-03
num_compromised -1.985324e-04 6.660260e-05 -1.217348e-04 -1.929166e-04
root_shell 3.615977e-04 -6.741833e-05 8.093395e-05 1.000230e-04
su_attempted -1.939817e-04 -2.637188e-05 1.071101e-04 2.260185e-04
num_root 1.056694e-04 -5.024774e-05 9.962060e-05 1.595154e-04
num_file_creations -8.770961e-05 2.311556e-05 -3.855634e-05 -5.959510e-05
num_shells -4.372666e-05 7.258970e-06 -8.076971e-06 -8.713343e-06
num_access_files 4.318069e-05 -1.046848e-05 1.500195e-05 2.303916e-05
num_outbound_cmds 2.383289e-17 -9.381949e-18 7.437864e-18 2.327535e-17
is_host_login -8.629098e-07 3.181652e-07 -7.714527e-07 -1.675081e-06
is_guest_login -7.439988e-03 8.586733e-04 -3.428079e-04 4.749887e-04
count -7.483139e-04 1.634226e-05 2.596438e-04 1.091461e-03
srv_count 6.175916e-04 -3.170465e-04 5.103912e-04 5.353799e-04
serror_rate 1.107817e-03 -1.705549e-03 4.156404e-03 7.298677e-03
srv_serror_rate 1.287186e-03 1.227863e-04 -7.809333e-04 -1.704513e-03
rerror_rate 1.411563e-03 -1.390214e-03 2.951621e-03 5.042613e-03
srv_rerror_rate -1.861236e-03 1.230261e-03 -2.468337e-03 -4.117008e-03
same_srv_rate 7.406582e-04 2.443097e-04 -6.425210e-04 -9.314561e-04
diff_srv_rate 4.063629e-04 7.764786e-05 -2.687801e-04 -5.178166e-04
srv_diff_host_rate 2.136066e-04 -1.298608e-04 2.396417e-04 3.882320e-04
dst_host_count -1.290120e-04 8.779743e-06 3.520606e-05 7.196370e-05
dst_host_srv_count 6.194605e-04 -8.160490e-05 1.105185e-05 -8.559429e-05
... ... ... ... ...
service__remote_job 3.221001e-05 -1.155384e-05 -1.323952e-05 -4.389502e-05
service__rje 5.833542e-05 -1.085211e-05 -2.930053e-05 -8.863660e-05
service__shell 2.365780e-04 -4.761415e-05 3.686990e-05 -1.506632e-05
service__smtp -6.343109e-03 5.451667e-04 5.224967e-04 2.658219e-03
service__sql_net 3.859786e-04 -6.428071e-05 -5.696491e-05 -3.024988e-04
service__ssh 6.323705e-04 -9.408519e-05 -1.094391e-04 -4.204796e-04
service__sunrpc 1.297955e-03 -9.653271e-05 -1.930180e-04 -6.008899e-04
service__supdup 1.561925e-03 -4.220633e-04 -1.323957e-04 -1.003697e-03
service__systat 7.712026e-04 -3.257137e-04 1.672750e-04 2.269778e-06
service__telnet -5.449500e-03 6.994522e-04 -4.735559e-05 1.289951e-03
service__tftp_u 4.181558e-06 -2.304739e-06 1.464020e-06 9.408872e-07
service__tim_i -3.015360e-06 -1.775067e-05 4.181900e-05 7.697701e-05
service__time 2.942622e-02 -7.438029e-03 8.237137e-03 7.788491e-03
service__urh_i 1.417705e-05 -2.064536e-05 4.388109e-05 7.938074e-05
service__urp_i 2.143998e-03 -8.988760e-03 2.027512e-02 3.689126e-02
service__uucp -1.705697e-02 1.105226e-04 4.470983e-03 1.302444e-02
service__uucp_path 1.841724e-02 -3.561751e-02 -4.879038e-02 9.019972e-03
service__vmnet 2.301502e-03 -1.020994e-03 3.743101e-04 -3.591216e-04
service__whois 2.843507e-02 5.888245e-02 -5.027945e-03 7.381972e-03
flag__OTH 2.274210e-04 1.106674e-05 -2.711032e-04 -3.879528e-04
flag__REJ -6.142789e-04 1.806892e-04 -4.330403e-04 -9.677183e-04
flag__RSTO 2.233347e-03 6.938324e-04 -1.829768e-03 -3.503172e-03
flag__RSTOS0 7.571259e-04 -4.591395e-04 1.149499e-03 1.988172e-03
flag__RSTR -2.665480e-03 -6.315082e-04 1.744960e-03 3.724736e-03
flag__S0 -1.151147e-02 7.945132e-03 -1.623746e-02 -2.742061e-02
flag__S1 8.334181e-04 -1.149297e-03 2.434520e-03 4.392818e-03
flag__S2 1.181167e-03 -4.860588e-04 8.669791e-04 1.402989e-03
flag__S3 1.388166e-04 -5.627605e-05 8.721011e-05 1.431841e-04
flag__SF 2.785547e-03 -1.934596e-03 4.345968e-03 7.082873e-03
flag__SH 6.634385e-03 -4.113845e-03 8.142231e-03 1.354468e-02
PC54 PC55 PC56 PC57 \
duration 2.127515e-05 7.331777e-05 1.763205e-04 1.725549e-04
src_bytes -3.293740e-04 -2.940765e-04 -3.427704e-04 -3.587781e-04
dst_bytes 1.212323e-04 -1.573159e-04 1.922723e-04 -6.183072e-05
land 7.627620e-05 -4.782045e-05 2.660287e-04 1.347579e-04
wrong_fragment 1.436036e-04 6.895343e-05 -1.885304e-06 5.744034e-05
urgent 1.303158e-06 -2.678112e-06 -1.336557e-05 -1.904812e-05
hot -1.628681e-04 3.066054e-04 6.682395e-04 7.495227e-04
num_failed_logins -7.324346e-06 -3.000546e-06 3.845448e-06 3.991740e-06
logged_in -1.005700e-03 -1.589099e-03 4.485831e-04 -1.035197e-03
num_compromised -6.588255e-06 2.545721e-06 -5.418153e-05 -3.029061e-05
root_shell 4.004276e-05 -3.562879e-05 1.830362e-04 1.338440e-04
su_attempted 9.625955e-05 -9.994707e-05 -1.679873e-04 -1.510800e-04
num_root 2.645060e-05 9.461992e-06 2.191651e-05 3.309254e-05
num_file_creations 4.418104e-06 1.697622e-05 -8.407153e-06 6.073884e-06
num_shells -2.871310e-06 -5.132599e-06 -2.131198e-05 -1.838182e-05
num_access_files -1.296859e-05 2.907959e-06 7.959379e-07 -5.934078e-06
num_outbound_cmds 5.105736e-18 6.171065e-18 1.435893e-17 1.405822e-17
is_host_login 6.368746e-07 -6.769977e-07 1.336829e-06 1.643733e-06
is_guest_login 7.003875e-04 -7.067290e-04 -1.886894e-03 -2.076514e-03
count -1.641792e-04 -7.760135e-04 1.276225e-03 -5.171836e-04
srv_count 4.155460e-04 2.730738e-04 -1.401431e-04 6.199580e-04
serror_rate 3.340431e-04 2.665680e-04 -3.561168e-03 -2.982070e-03
srv_serror_rate -1.245823e-04 -5.428987e-04 2.031376e-03 1.714059e-03
rerror_rate 3.350134e-04 -1.658752e-04 -1.724771e-03 -1.646089e-03
srv_rerror_rate -5.034173e-04 -3.477320e-04 7.253537e-04 3.535809e-04
same_srv_rate -2.182671e-04 -2.490647e-04 2.217927e-03 1.096344e-03
diff_srv_rate -2.298177e-04 1.020502e-04 3.929286e-05 1.495519e-04
srv_diff_host_rate 9.200600e-05 -3.167158e-05 2.409953e-04 1.844581e-04
dst_host_count 7.180411e-05 -1.878150e-05 4.108307e-05 2.130781e-05
dst_host_srv_count -2.718973e-04 -1.931276e-04 2.512914e-05 -6.907668e-05
... ... ... ... ...
service__remote_job -1.468706e-04 -1.052027e-04 -1.979413e-05 -2.925924e-05
service__rje -1.608086e-04 -1.044649e-04 -1.437255e-05 4.479062e-06
service__shell -5.002101e-05 7.242025e-05 -3.004415e-05 1.455848e-04
service__smtp 1.270341e-03 -3.462838e-04 -3.646495e-03 -5.044982e-03
service__sql_net -5.909142e-04 -3.098667e-04 -2.217369e-04 7.461783e-05
service__ssh -7.736364e-04 -3.904678e-04 1.929914e-04 3.810423e-04
service__sunrpc -5.743567e-04 3.813707e-04 1.302257e-03 1.607049e-03
service__supdup -4.531263e-03 -3.608979e-03 -1.177015e-03 -5.282023e-04
service__systat -2.606334e-03 -2.170776e-03 -3.570657e-04 -7.067588e-04
service__telnet 7.981879e-04 -7.371365e-04 -1.946725e-03 -3.550970e-03
service__tftp_u -1.306074e-05 -2.968092e-06 -2.208300e-05 -1.401699e-05
service__tim_i 2.835707e-05 -9.074452e-06 5.005918e-05 2.450135e-05
service__time -1.306959e-02 -2.478893e-02 -2.550896e-02 -2.958983e-02
service__urh_i 2.516239e-05 -6.904252e-06 5.035029e-05 2.486486e-05
service__urp_i 1.224357e-02 -4.018057e-03 1.953346e-02 8.837207e-03
service__uucp 1.927063e-03 -5.003483e-03 -3.335480e-04 -7.243681e-03
service__uucp_path 2.986496e-02 1.002232e-02 3.415299e-04 1.542738e-03
service__vmnet -1.315667e-02 -2.270258e-02 -8.703516e-03 5.631330e-02
service__whois 2.564466e-02 8.877271e-03 9.605847e-04 1.427204e-03
flag__OTH 1.154753e-04 2.025089e-04 4.233675e-04 5.316591e-04
flag__REJ -6.829548e-04 -1.544048e-03 -4.410951e-05 -5.056644e-04
flag__RSTO 2.298275e-03 3.260518e-03 4.648611e-03 5.043425e-03
flag__RSTOS0 1.753863e-04 4.307128e-05 -7.439967e-04 -5.005557e-04
flag__RSTR -1.472096e-03 -1.755331e-03 -4.190770e-03 -4.248602e-03
flag__S0 -2.836629e-03 -8.042817e-04 5.291313e-03 2.613448e-03
flag__S1 2.928742e-04 -4.783753e-04 -1.523196e-03 -1.380275e-03
flag__S2 1.452826e-05 -1.024288e-04 -3.020746e-04 -2.418610e-04
flag__S3 -9.059019e-06 -6.791463e-05 -3.335298e-05 -4.933214e-05
flag__SF 1.742546e-04 2.591592e-05 -2.543295e-03 -1.892092e-03
flag__SH 1.929945e-03 1.220365e-03 -9.824963e-04 6.298509e-04
PC58 PC59 PC60 PC61 \
duration 5.070946e-04 2.349366e-04 -5.149040e-05 -4.999146e-05
src_bytes -1.450347e-03 -3.181942e-04 1.772953e-04 1.059143e-04
dst_bytes -1.813294e-03 -3.827391e-04 7.541353e-05 1.076353e-04
land -6.706293e-04 4.429505e-05 1.632925e-05 1.170931e-05
wrong_fragment -2.331861e-04 -6.319202e-05 3.235371e-05 5.340732e-05
urgent 4.550268e-05 -1.630729e-05 2.833275e-06 3.245984e-06
hot 8.223187e-04 7.860571e-04 -1.521481e-04 -1.485466e-04
num_failed_logins -3.463913e-05 3.679496e-06 3.480091e-06 1.813325e-06
logged_in -9.768223e-03 -1.898614e-03 5.259394e-04 4.327528e-04
num_compromised -1.504970e-04 -6.180566e-05 2.251251e-05 2.568288e-05
root_shell -1.400423e-05 1.456638e-04 -4.362285e-05 -4.994502e-05
su_attempted 4.248991e-04 -8.137337e-05 2.812490e-05 2.166702e-05
num_root 1.575524e-04 6.104286e-05 -1.149078e-05 -1.360802e-05
num_file_creations -6.106749e-05 -1.136726e-05 5.293730e-06 7.386349e-06
num_shells 1.323090e-06 -1.609767e-05 4.173403e-06 4.293657e-06
num_access_files 2.176617e-05 -2.907225e-06 -2.937546e-06 -3.001883e-06
num_outbound_cmds 4.147863e-17 1.688365e-17 -8.370370e-18 -2.880077e-19
is_host_login -9.640791e-06 8.402695e-07 3.996174e-07 3.035426e-07
is_guest_login -6.799430e-04 -2.164800e-03 3.489133e-04 3.649489e-04
count 2.123257e-04 -1.490786e-04 -9.962994e-05 -2.435314e-04
srv_count -1.044661e-03 3.288875e-04 5.675024e-05 1.187285e-04
serror_rate 1.657378e-02 -9.454805e-04 -1.048594e-03 -1.036597e-03
srv_serror_rate -8.688346e-03 9.023724e-04 8.644950e-04 7.849532e-04
rerror_rate 8.516964e-03 -5.406977e-04 -3.625383e-04 -4.747643e-04
srv_rerror_rate -7.313813e-03 -5.328432e-04 4.940928e-04 5.716587e-04
same_srv_rate -2.656349e-03 9.254270e-04 -1.523828e-04 -1.364840e-04
diff_srv_rate 4.894553e-04 2.247832e-04 -6.875684e-05 -1.133414e-05
srv_diff_host_rate -2.740507e-04 1.679884e-04 -2.489409e-05 -2.787931e-05
dst_host_count -2.048914e-04 -2.587959e-05 -8.681679e-06 3.032963e-05
dst_host_srv_count -5.169391e-04 2.245025e-05 5.690138e-05 -1.172235e-05
... ... ... ... ...
service__remote_job -5.583687e-05 1.474355e-04 -2.936906e-05 -9.437993e-05
service__rje -1.618941e-04 1.848826e-04 -3.028704e-05 -1.016309e-04
service__shell 2.172683e-04 2.355334e-04 -4.753558e-05 -5.427372e-05
service__smtp 6.483663e-03 -5.626809e-03 1.098013e-03 1.292282e-03
service__sql_net -2.526754e-04 8.587379e-04 -1.485808e-04 -3.961740e-04
service__ssh -7.498790e-04 1.406435e-03 -2.534297e-04 -6.088831e-04
service__sunrpc 4.179004e-04 2.570077e-03 -4.907614e-04 -6.768622e-04
service__supdup -1.268042e-03 1.234408e-02 -4.973225e-03 -2.458477e-02
service__systat 3.209141e-04 4.298727e-03 -1.134882e-03 -3.417355e-03
service__telnet 1.801891e-03 -4.088947e-03 7.197344e-04 7.799593e-04
service__tftp_u 5.168477e-05 1.423305e-06 -2.122644e-06 -5.629466e-06
service__tim_i -8.323867e-05 1.395713e-05 7.637291e-07 -1.840568e-06
service__time -1.889510e-02 -2.413456e-02 3.434495e-03 3.417016e-03
service__urh_i -6.542258e-05 1.416981e-05 -1.499153e-06 -2.670196e-06
service__urp_i -2.924885e-02 3.968741e-03 3.153612e-04 -1.532071e-04
service__uucp 1.069546e-03 -6.521320e-03 5.651671e-04 3.077522e-04
service__uucp_path 9.309156e-04 -7.504198e-03 1.193717e-03 2.930840e-03
service__vmnet 6.094038e-03 -2.528873e-02 2.538323e-03 5.705482e-03
service__whois 3.724595e-04 -7.174305e-03 1.128918e-03 2.803994e-03
flag__OTH -7.583300e-04 3.702432e-04 -6.582308e-05 -2.234764e-05
flag__REJ -5.433891e-03 4.934472e-05 1.598704e-04 -3.918503e-04
flag__RSTO -4.666874e-03 1.493889e-03 1.459906e-04 9.835698e-04
flag__RSTOS0 3.923107e-03 1.403402e-04 -2.195137e-04 7.596066e-05
flag__RSTR 8.059326e-03 -1.618742e-03 -5.345993e-05 -5.911284e-04
flag__S0 -3.883041e-02 -2.498215e-03 1.277357e-03 1.346766e-03
flag__S1 6.448806e-03 -3.232534e-04 2.054160e-05 -8.900631e-05
flag__S2 2.325171e-03 1.293914e-04 -1.185322e-04 -1.313877e-04
flag__S3 7.438277e-05 -1.036995e-05 1.269509e-05 7.508263e-06
flag__SF 1.202776e-02 -1.944882e-04 -4.971673e-04 -5.409450e-04
flag__SH 1.683095e-02 2.461860e-03 -6.619586e-04 -6.471394e-04
PC62 PC63 PC64 PC65 \
duration 7.043687e-07 -2.119605e-05 -7.571445e-05 -3.092801e-05
src_bytes 4.523141e-06 5.136211e-05 8.528299e-05 7.501698e-05
dst_bytes 2.041081e-05 2.782409e-05 8.806292e-05 -2.135659e-05
land -8.921451e-06 -7.428470e-06 2.281792e-06 6.992316e-06
wrong_fragment -1.844549e-05 -6.525622e-05 2.692815e-05 4.939919e-05
urgent 5.075860e-07 1.002672e-06 3.153658e-06 -6.179108e-06
hot 2.098378e-06 -5.546962e-05 -2.330091e-04 -6.469888e-05
num_failed_logins -1.572154e-06 -1.755794e-06 6.990525e-07 5.096672e-06
logged_in -6.599112e-07 1.836209e-04 4.532776e-04 5.628367e-05
num_compromised -6.743394e-06 -1.524386e-05 1.105519e-05 6.952961e-06
root_shell -2.782036e-06 2.397430e-05 -3.539354e-05 -8.246649e-06
su_attempted -1.490543e-05 -1.370080e-05 1.772357e-05 6.182232e-06
num_root 3.039303e-06 3.330946e-06 -9.831454e-06 1.816951e-06
num_file_creations -2.954282e-06 -5.425365e-06 4.254299e-06 5.818827e-06
num_shells -5.261232e-07 -2.108441e-06 4.170016e-06 2.289951e-06
num_access_files 1.083964e-06 2.919540e-06 -1.205857e-07 -2.739459e-06
num_outbound_cmds 5.515732e-18 -1.579535e-17 -1.462165e-17 9.988140e-18
is_host_login -1.177741e-07 -5.476512e-07 5.810679e-07 1.388954e-06
is_guest_login -9.919370e-06 1.760297e-04 7.252006e-04 1.179304e-04
count 8.198824e-05 3.929654e-04 -3.427368e-04 -5.935191e-04
srv_count -6.310386e-05 -2.169879e-04 1.861770e-04 3.682415e-04
serror_rate 1.088794e-03 2.047312e-03 -3.460894e-04 -2.385162e-03
srv_serror_rate -1.007481e-03 -2.006210e-03 3.017810e-04 2.482286e-03
rerror_rate 4.489968e-04 1.052001e-03 -1.992028e-04 -1.150426e-03
srv_rerror_rate -3.284965e-04 -9.205205e-04 3.168015e-04 1.025040e-03
same_srv_rate 6.157797e-06 1.532084e-04 -2.962785e-04 -3.374438e-04
diff_srv_rate -2.389766e-05 -2.484649e-05 -6.085201e-05 -3.332218e-05
srv_diff_host_rate -5.409476e-06 3.536211e-06 -2.070717e-05 1.814075e-05
dst_host_count 9.388851e-07 -4.070527e-06 1.468977e-05 7.659244e-06
dst_host_srv_count -3.834218e-06 2.011682e-05 -2.004765e-05 -2.601013e-06
... ... ... ... ...
service__remote_job 9.124754e-06 1.018266e-04 -2.852809e-05 5.098339e-05
service__rje 7.623267e-06 1.026715e-04 -2.321363e-05 7.532402e-05
service__shell 2.071280e-06 -1.281086e-06 -5.847589e-05 4.600659e-05
service__smtp 4.940932e-05 -3.836079e-04 5.251569e-04 -1.136612e-03
service__sql_net 1.784103e-05 3.621404e-04 -9.367272e-05 4.476055e-04
service__ssh 2.537703e-05 4.816806e-04 -3.667435e-04 4.822003e-04
service__sunrpc 1.263305e-05 -3.084834e-04 -1.743400e-03 -5.581744e-06
service__supdup 4.716941e-02 -2.973927e-02 6.799524e-03 -8.425105e-03
service__systat 3.705506e-04 4.605776e-03 -1.927903e-03 3.107664e-03
service__telnet 7.763226e-05 6.747386e-05 6.129914e-04 -7.034499e-04
service__tftp_u 5.145852e-07 4.219955e-06 -3.359027e-07 2.688514e-06
service__tim_i 7.145250e-07 2.911979e-06 -1.939378e-06 -1.246717e-07
service__time 5.638965e-05 7.823272e-04 4.176351e-03 -3.101554e-04
service__urh_i 4.208466e-07 1.896410e-06 -2.999099e-06 -2.839583e-06
service__urp_i -6.208407e-06 3.364850e-04 -5.627778e-04 -7.459834e-04
service__uucp 2.130927e-04 1.613993e-03 1.493312e-03 -1.249590e-03
service__uucp_path -2.594240e-04 -2.509899e-03 9.291410e-04 -1.202744e-03
service__vmnet -4.778251e-04 -4.265685e-03 1.531209e-03 -1.819767e-03
service__whois -2.323236e-04 -2.391682e-03 8.618025e-04 -1.227247e-03
flag__OTH -4.176469e-05 -9.368727e-05 -5.536006e-05 6.258197e-05
flag__REJ 6.503152e-05 1.000134e-03 8.363164e-04 7.284691e-04
flag__RSTO -1.952269e-04 -2.535390e-03 -1.598871e-03 -8.621378e-04
flag__RSTOS0 3.535697e-05 7.102172e-05 -1.078054e-04 -5.540805e-05
flag__RSTR 2.135019e-05 1.372800e-03 8.399188e-04 2.169947e-04
flag__S0 -4.155182e-05 3.630900e-04 8.206863e-04 2.537573e-04
flag__S1 -1.493975e-04 -1.214841e-04 6.304480e-05 6.664627e-05
flag__S2 6.252112e-05 1.039617e-04 -1.200355e-04 -2.287270e-04
flag__S3 -1.276166e-05 -1.799804e-05 -3.639527e-06 4.145489e-06
flag__SF 3.674373e-04 4.967086e-04 -6.086124e-05 -1.966219e-04
flag__SH -1.109946e-04 -6.391567e-04 -6.133932e-04 1.029994e-05
PC66 PC67 PC68 PC69 \
duration -6.897054e-05 3.112999e-04 2.768864e-04 9.209920e-05
src_bytes 1.342764e-04 -5.025823e-04 -3.986901e-04 -1.529789e-04
dst_bytes 4.544444e-05 -1.249887e-03 -7.831110e-04 -1.895919e-04
land 6.604062e-07 1.402525e-04 5.331559e-05 1.194147e-05
wrong_fragment 6.834593e-06 5.152354e-04 1.500253e-04 1.858895e-05
urgent 5.765615e-07 1.392704e-05 -4.703907e-06 6.766583e-06
hot -2.695790e-04 -2.871012e-05 3.436270e-04 1.515034e-04
num_failed_logins 3.114424e-07 3.481194e-05 1.488247e-05 7.912719e-07
logged_in 3.106579e-04 -2.175723e-03 -1.721696e-03 -4.886474e-04
num_compromised -6.744651e-06 -2.941101e-06 -2.288645e-05 -7.245864e-06
root_shell -1.293094e-05 -1.094734e-05 6.710138e-05 2.084355e-05
su_attempted 8.648157e-06 3.823999e-04 1.332967e-04 3.747446e-05
num_root -1.549827e-06 3.372690e-05 3.333471e-05 6.790801e-06
num_file_creations -7.131032e-07 2.577569e-05 5.101967e-06 -4.646905e-07
num_shells 3.449238e-06 2.747568e-05 4.851698e-06 4.684751e-08
num_access_files 1.232103e-06 -3.387082e-06 -1.538311e-06 1.459964e-06
num_outbound_cmds -1.118761e-17 1.746365e-17 2.607985e-17 2.460089e-18
is_host_login 1.080453e-06 7.998131e-06 2.414181e-06 -4.520514e-07
is_guest_login 8.707647e-04 3.914601e-04 -9.459109e-04 -4.512827e-04
count -4.049441e-04 -3.766832e-04 4.900435e-04 6.447972e-04
srv_count 2.612182e-04 2.393621e-04 -2.446471e-04 -3.895092e-04
serror_rate -3.923234e-04 -3.112896e-02 -1.299064e-02 -2.271862e-03
srv_serror_rate 4.586108e-04 3.644930e-02 1.556589e-02 3.176136e-03
rerror_rate -1.467990e-04 -1.394550e-02 -5.971552e-03 -9.549359e-04
srv_rerror_rate 1.301381e-04 1.348810e-02 5.583403e-03 1.155982e-03
same_srv_rate -4.254835e-04 -3.019492e-03 -8.028412e-04 -2.054916e-05
diff_srv_rate -1.043230e-04 -3.125795e-04 -1.118249e-07 9.319731e-06
srv_diff_host_rate -2.429671e-06 4.214960e-05 6.255151e-05 -1.044656e-06
dst_host_count 3.080497e-05 -1.374090e-04 -1.032235e-04 -4.250426e-05
dst_host_srv_count -1.331370e-06 -1.247167e-04 -4.050858e-06 3.559536e-06
... ... ... ... ...
service__remote_job 6.921240e-05 -1.490174e-04 1.005437e-04 -4.048517e-05
service__rje 9.094832e-05 -1.670009e-04 9.691346e-05 -6.965330e-05
service__shell -3.153176e-05 -4.134044e-04 -3.911305e-05 -7.267155e-05
service__smtp -6.054103e-04 3.330230e-03 -2.220001e-04 1.207789e-03
service__sql_net 4.108525e-04 -1.845995e-04 6.754742e-04 -3.584888e-04
service__ssh 1.979418e-04 -1.033680e-03 1.122185e-03 -3.348886e-04
service__sunrpc -2.192093e-03 -2.445874e-03 3.184596e-03 1.059249e-03
service__supdup -5.572254e-03 3.976731e-03 -8.221507e-03 1.540231e-03
service__systat 3.778167e-03 -5.305711e-03 2.362366e-02 -2.438156e-02
service__telnet 1.808409e-04 2.303149e-03 -5.250991e-04 6.471625e-04
service__tftp_u 4.240749e-06 2.725830e-05 1.931932e-05 2.634830e-06
service__tim_i -8.290430e-07 -2.676067e-05 -9.170783e-06 -2.821353e-06
service__time 3.580969e-03 1.168761e-03 -5.828909e-03 -1.159697e-03
service__urh_i -4.156785e-06 -3.220261e-05 -8.141961e-06 -1.222225e-06
service__urp_i -6.116337e-04 -4.229630e-03 -1.462184e-03 1.219871e-04
service__uucp 1.733672e-03 1.206800e-03 -1.743192e-03 3.955193e-04
service__uucp_path -1.185450e-03 1.021120e-03 -2.983621e-03 3.563024e-04
service__vmnet -1.763334e-03 1.436661e-03 -4.273836e-03 4.283726e-04
service__whois -1.166731e-03 1.012799e-03 -2.861444e-03 4.011557e-04
flag__OTH -1.982847e-05 1.324480e-04 1.349938e-04 -7.728398e-05
flag__REJ 1.969687e-03 -1.201316e-03 -1.263824e-03 -1.250462e-03
flag__RSTO -3.616055e-03 -1.878660e-03 1.172667e-04 1.082679e-03
flag__RSTOS0 -3.422029e-05 3.894567e-04 2.030907e-04 2.045966e-04
flag__RSTR 1.668802e-03 3.948977e-03 1.428463e-03 3.483562e-05
flag__S0 4.866644e-04 -1.440006e-02 -8.011109e-03 -2.396492e-03
flag__S1 1.751375e-04 5.777461e-03 2.404843e-03 5.051798e-04
flag__S2 -1.423733e-04 -1.788902e-03 -5.943309e-04 -4.175302e-05
flag__S3 -5.709671e-06 2.362518e-04 9.794440e-05 1.562125e-05
flag__SF 1.201594e-04 7.246123e-04 7.859538e-04 7.064187e-04
flag__SH -6.022633e-04 8.059732e-03 4.696708e-03 1.216660e-03
PC70 PC71 PC72 PC73 \
duration 2.927567e-06 2.252728e-05 6.963967e-06 3.324561e-05
src_bytes -1.437705e-05 -1.403580e-05 -8.536019e-06 -2.361594e-05
dst_bytes -4.785473e-05 -9.974439e-05 -3.926487e-05 -5.473208e-05
land -4.442935e-06 6.594058e-06 1.579210e-05 -1.549518e-06
wrong_fragment 1.063642e-05 -1.054165e-05 -1.396521e-05 -6.357005e-06
urgent -6.786737e-07 4.967796e-06 3.088895e-05 -1.239845e-05
hot -1.443338e-05 -2.905441e-05 -1.272005e-04 7.211375e-05
num_failed_logins 9.485505e-07 8.013511e-07 -3.268629e-06 1.850521e-06
logged_in -1.142953e-04 -7.476913e-05 1.570444e-04 -1.853030e-04
num_compromised -1.357193e-06 -1.351389e-05 -2.278445e-05 -1.191624e-06
root_shell -7.366606e-06 2.457863e-05 9.704685e-06 1.306659e-05
su_attempted 2.180311e-06 1.979387e-05 3.453892e-05 -1.150580e-05
num_root 4.296771e-06 4.386486e-06 -1.140172e-07 5.354602e-06
num_file_creations 1.519723e-06 -2.670740e-06 -7.121373e-06 3.827175e-07
num_shells 6.993399e-07 3.277600e-07 2.650726e-06 -1.547616e-06
num_access_files -3.266888e-07 2.656436e-06 8.394417e-06 -2.225501e-06
num_outbound_cmds 6.154031e-18 7.394060e-18 3.744143e-18 4.427158e-18
is_host_login 3.230365e-07 -2.073833e-08 -4.199312e-07 2.844066e-08
is_guest_login 6.204772e-05 1.501284e-04 5.145342e-04 -2.737884e-04
count -1.047986e-04 3.074958e-04 6.784506e-04 2.766766e-05
srv_count 6.460788e-05 -1.657653e-04 -4.118858e-04 3.108550e-06
serror_rate -4.207754e-04 -1.023275e-03 -8.425401e-04 -2.602939e-04
srv_serror_rate 6.624017e-04 1.618596e-03 1.860912e-03 3.275279e-04
rerror_rate -2.606116e-04 -3.081242e-04 -1.424179e-04 -2.129064e-04
srv_rerror_rate 2.975753e-04 4.267573e-04 6.040454e-04 1.346373e-04
same_srv_rate -1.356121e-04 -7.027248e-05 1.756142e-05 6.154803e-05
diff_srv_rate 7.056007e-06 -3.428099e-05 -4.822268e-05 2.461670e-05
srv_diff_host_rate 2.741395e-06 5.351689e-06 -2.075223e-05 1.517685e-05
dst_host_count -8.706446e-06 -1.397868e-05 -1.411837e-05 1.000909e-06
dst_host_srv_count -1.094353e-05 1.579510e-05 -4.247737e-06 1.257854e-05
... ... ... ... ...
service__remote_job 1.424416e-05 9.345924e-05 -1.140453e-05 6.463414e-05
service__rje 1.784657e-05 9.535323e-05 -3.731965e-05 7.218072e-05
service__shell 7.643420e-06 -3.268172e-05 -1.819150e-04 6.372591e-05
service__smtp -1.259763e-04 -1.409377e-04 1.341513e-03 -6.906434e-04
service__sql_net 1.337576e-04 4.098048e-04 -3.042465e-04 4.054270e-04
service__ssh 1.320279e-04 5.445403e-04 -7.175630e-04 7.651089e-04
service__sunrpc -1.395281e-04 -5.080791e-04 -3.636494e-03 2.106092e-03
service__supdup -8.271815e-04 -2.956717e-03 8.744813e-04 -2.095327e-03
service__systat -4.172051e-02 -2.259893e-02 8.916244e-04 -7.242722e-03
service__telnet -6.953243e-05 1.341664e-04 1.411061e-03 -5.843577e-04
service__tftp_u 2.189237e-06 6.294720e-06 2.367358e-06 2.064089e-06
service__tim_i -7.113839e-07 -1.316207e-08 -8.447160e-07 9.455311e-07
service__time 1.467748e-05 2.439930e-04 2.762327e-03 -1.562859e-03
service__urh_i -1.123126e-06 -5.491691e-07 -1.147604e-06 7.878746e-07
service__urp_i -3.808195e-04 -9.706796e-05 1.627131e-04 5.180591e-06
service__uucp -6.401529e-05 1.011793e-03 3.195174e-03 -9.411831e-04
service__uucp_path -3.013840e-04 -1.467109e-03 9.680879e-05 -1.025653e-03
service__vmnet -4.031076e-04 -1.967173e-03 7.071115e-05 -1.318519e-03
service__whois -3.077361e-04 -1.407089e-03 1.715637e-04 -1.000312e-03
flag__OTH -2.363983e-05 -8.655551e-05 -2.458892e-04 4.636600e-05
flag__REJ 1.390097e-04 7.890767e-04 7.645865e-04 -1.009643e-04
flag__RSTO -5.296372e-04 -2.085912e-03 -2.595093e-03 1.839593e-04
flag__RSTOS0 -9.233607e-05 -6.222068e-05 6.611566e-06 1.456066e-04
flag__RSTR 4.032460e-04 1.324534e-03 1.723614e-03 -2.115745e-04
flag__S0 -5.059135e-04 -9.679638e-04 -1.115926e-03 -2.054872e-04
flag__S1 4.933329e-05 3.455835e-04 4.929539e-04 -1.424417e-04
flag__S2 -3.249345e-05 -8.838948e-05 -1.013137e-04 -3.391052e-06
flag__S3 -4.648920e-06 -2.902646e-06 -1.011604e-05 -2.494765e-06
flag__SF 3.038480e-04 6.682954e-04 1.270642e-03 8.202264e-05
flag__SH 2.932320e-04 1.664548e-04 -1.900694e-04 2.083990e-04
PC74 PC75 PC76 PC77 \
duration 3.382175e-05 1.764872e-05 -2.734246e-05 1.147456e-04
src_bytes -2.741903e-05 -3.550019e-06 1.237423e-04 -1.112495e-04
dst_bytes -8.909198e-05 -6.670477e-05 2.012975e-04 -7.433553e-05
land 2.627077e-06 2.383677e-05 -2.084581e-04 -1.666408e-04
wrong_fragment -9.662288e-06 -2.478650e-05 1.604430e-04 1.239285e-04
urgent -7.695313e-06 4.007414e-05 4.453335e-05 2.840028e-05
hot 3.008216e-05 -1.972857e-05 1.219832e-06 2.811719e-04
num_failed_logins 9.647691e-07 -6.250489e-06 1.434747e-05 1.126536e-05
logged_in -2.255848e-04 -1.713198e-04 1.284563e-03 2.927105e-04
num_compromised -2.915863e-06 -2.479184e-06 -1.445735e-04 -1.143661e-04
root_shell 8.677992e-06 -8.560900e-08 2.484446e-04 2.239930e-04
su_attempted -1.492366e-05 -3.399269e-05 4.327099e-04 3.472286e-04
num_root 5.207926e-06 -8.107149e-07 2.956088e-05 3.217955e-05
num_file_creations 2.786053e-06 7.556476e-06 -1.094894e-04 -8.261109e-05
num_shells -1.091779e-06 -7.254618e-07 1.228547e-05 6.480034e-06
num_access_files -1.239432e-06 2.998451e-06 3.349146e-05 2.469747e-05
num_outbound_cmds 8.849415e-18 1.373172e-18 4.448146e-18 1.290290e-17
is_host_login -8.931012e-08 -7.204464e-07 4.705799e-06 2.214365e-06
is_guest_login -1.350469e-04 -1.431510e-05 1.115414e-03 -1.527749e-04
count 1.442186e-04 2.901922e-04 -6.823051e-04 3.285235e-04
srv_count -6.907540e-05 -1.640019e-04 3.913265e-04 -2.109260e-04
serror_rate -3.702489e-04 5.500086e-04 -7.527657e-03 -6.885727e-03
srv_serror_rate 1.500970e-03 1.735776e-03 -1.250507e-02 -7.365191e-03
rerror_rate -1.498110e-04 3.693330e-04 -3.421977e-03 -2.977548e-03
srv_rerror_rate 6.405986e-04 9.136410e-04 -8.547923e-03 -5.767025e-03
same_srv_rate -4.963592e-05 -9.312115e-06 -1.053834e-03 -8.112961e-04
diff_srv_rate -1.205878e-05 -3.245330e-05 -1.291774e-04 -8.808955e-05
srv_diff_host_rate 7.325837e-06 -5.844441e-06 6.107376e-05 4.900668e-05
dst_host_count -9.920122e-06 -1.608348e-05 8.768087e-05 -1.231218e-06
dst_host_srv_count 1.872868e-05 2.296553e-05 -1.343706e-04 -7.541356e-05
... ... ... ... ...
service__remote_job 9.267979e-05 6.559394e-05 -5.633624e-05 -8.416410e-05
service__rje 9.837272e-05 6.244169e-05 -3.157294e-05 -1.090072e-04
service__shell 2.659540e-05 -2.784332e-05 2.373423e-06 -2.920770e-05
service__smtp -4.358487e-04 1.267408e-04 -7.899085e-04 6.519114e-04
service__sql_net 4.923880e-04 2.132929e-04 3.711844e-04 -2.315905e-04
service__ssh 8.202521e-04 3.483795e-04 -9.120961e-05 -3.177245e-04
service__sunrpc 1.300140e-03 -5.165402e-04 -2.390431e-03 4.665542e-03
service__supdup -2.237734e-03 -1.134148e-03 1.635807e-04 8.549158e-04
service__systat -6.270289e-03 -3.010273e-03 7.404663e-04 9.766227e-04
service__telnet -2.318670e-04 3.141133e-04 -1.016331e-03 -2.909670e-04
service__tftp_u 5.163596e-06 3.839315e-06 4.647427e-06 8.085533e-06
service__tim_i 6.030269e-07 6.840337e-07 -8.352632e-06 -9.693311e-06
service__time -8.715117e-04 1.524825e-04 1.099998e-03 -1.515644e-03
service__urh_i 1.804710e-07 1.687490e-07 -1.710670e-05 -1.443534e-05
service__urp_i -1.687226e-04 5.942305e-05 -6.157303e-04 -2.771771e-04
service__uucp -1.971381e-04 7.281385e-04 -2.551271e-04 -7.037943e-04
service__uucp_path -1.249229e-03 -7.382615e-04 7.056346e-05 2.149437e-04
service__vmnet -1.594014e-03 -9.556204e-04 2.901468e-04 3.632038e-04
service__whois -1.213062e-03 -7.144457e-04 1.744824e-04 3.418397e-04
flag__OTH -1.683672e-04 -4.503520e-04 3.916321e-03 2.869567e-03
flag__REJ 1.946601e-04 1.217892e-04 3.350057e-03 4.287545e-04
flag__RSTO -9.319710e-04 -1.570583e-03 2.096342e-03 4.146944e-03
flag__RSTOS0 1.074866e-04 1.459648e-04 -4.429110e-04 -1.671068e-04
flag__RSTR 3.223486e-04 4.486326e-04 3.596270e-03 2.143530e-03
flag__S0 -5.925622e-04 -2.092277e-04 -3.240356e-03 -5.037543e-03
flag__S1 -6.091505e-04 -1.773065e-03 1.967576e-02 1.513128e-02
flag__S2 -1.186274e-04 -1.811295e-04 1.648512e-03 1.331516e-03
flag__S3 -4.817849e-05 -1.158559e-04 1.123971e-03 8.521815e-04
flag__SF 1.773004e-03 3.822088e-03 -3.452147e-02 -2.511472e-02
flag__SH 7.135742e-05 -2.382619e-04 2.797508e-03 3.415594e-03
PC78 PC79 PC80 PC81 \
duration 8.896695e-05 3.484145e-05 -3.101760e-05 -2.539139e-05
src_bytes -6.321910e-05 -5.842097e-05 2.274933e-05 5.013001e-05
dst_bytes -1.815553e-04 -3.619985e-05 7.023892e-05 -1.808823e-05
land -7.573123e-05 1.971381e-05 1.745594e-05 -7.438365e-06
wrong_fragment 3.296467e-05 -2.709084e-05 -9.144942e-06 9.022383e-06
urgent -5.360542e-05 3.219767e-05 2.486085e-05 -5.142682e-07
hot 7.098292e-05 1.583388e-04 2.947655e-05 -8.601155e-05
num_failed_logins 1.559093e-05 -6.530694e-06 -5.610644e-06 2.754779e-06
logged_in 1.056725e-04 -2.941314e-04 -4.320548e-05 1.432278e-04
num_compromised -8.031118e-05 2.158453e-05 3.149889e-05 -6.930519e-06
root_shell 1.547924e-04 -1.637603e-05 -5.378639e-05 1.391156e-05
su_attempted 2.108303e-04 -7.282449e-05 -8.563557e-05 1.139488e-05
num_root 2.962013e-05 -5.971515e-06 -1.054911e-05 2.154144e-06
num_file_creations -5.013951e-05 1.404118e-05 1.735624e-05 -1.051583e-06
num_shells 2.855198e-06 -3.127685e-06 -1.409916e-06 6.848423e-07
num_access_files 1.079350e-05 -2.244663e-06 -4.294338e-06 9.230055e-07
num_outbound_cmds -4.004394e-19 5.001563e-18 8.206566e-18 5.242903e-18
is_host_login 1.634467e-06 -1.245534e-06 -3.648981e-07 8.145141e-07
is_guest_login 2.998896e-04 -7.805058e-04 -3.123870e-04 3.870018e-04
count 9.131797e-04 -9.797450e-06 -6.284634e-04 -2.251924e-04
srv_count -5.244633e-04 7.645433e-06 3.768480e-04 1.484617e-04
serror_rate -4.920260e-03 1.347943e-03 1.851818e-03 -6.573681e-04
srv_serror_rate -1.423566e-03 1.952276e-04 -4.767663e-04 5.950668e-04
rerror_rate -2.016240e-03 5.360631e-04 7.354870e-04 -4.566720e-04
srv_rerror_rate -2.217337e-03 4.462028e-04 2.499785e-04 3.050785e-04
same_srv_rate -4.470024e-04 3.630239e-04 1.910961e-04 -2.442872e-04
diff_srv_rate -1.459597e-04 1.054665e-04 7.771780e-05 -7.465641e-05
srv_diff_host_rate 2.641922e-05 8.972738e-06 5.182448e-06 5.310449e-06
dst_host_count -1.214471e-05 -1.260608e-05 1.374410e-05 1.438463e-05
dst_host_srv_count 1.075987e-05 2.603377e-05 1.291007e-06 1.270397e-05
... ... ... ... ...
service__remote_job 1.689981e-04 9.053212e-06 -1.756257e-05 1.855135e-04
service__rje 1.579152e-04 1.194881e-05 7.612453e-06 2.217616e-04
service__shell -1.178341e-04 1.375713e-04 1.633736e-04 4.612305e-05
service__smtp 2.327472e-04 -5.547387e-04 -9.827247e-04 -9.281456e-04
service__sql_net 8.474692e-04 5.753335e-05 1.282585e-04 1.389255e-03
service__ssh 1.245938e-03 7.849021e-04 5.387274e-04 2.462388e-03
service__sunrpc -3.228006e-04 1.085681e-02 7.461857e-03 4.661319e-02
service__supdup -3.059647e-03 -3.088589e-04 7.516755e-05 -2.269000e-03
service__systat -7.196380e-03 -3.258022e-04 8.182501e-04 -3.332941e-03
service__telnet 2.992248e-04 -8.002012e-04 -9.703236e-04 -4.657877e-04
service__tftp_u 1.605646e-05 -2.845171e-06 -5.563390e-06 8.004982e-06
service__tim_i -3.526781e-06 1.431766e-06 2.063472e-06 1.947193e-06
service__time -2.091857e-05 -2.425641e-03 -1.288309e-03 1.025806e-04
service__urh_i -7.799081e-06 5.104273e-06 4.479412e-06 -4.603030e-07
service__urp_i 8.414341e-06 1.580838e-04 -1.021104e-04 -3.178274e-04
service__uucp 1.778008e-03 -1.997992e-03 -2.052780e-03 -2.245723e-05
service__uucp_path -2.274773e-03 -9.118761e-05 3.157046e-04 -1.523696e-03
service__vmnet -2.769118e-03 -1.170240e-04 3.998708e-04 -1.767724e-03
service__whois -2.099926e-03 -1.221800e-04 2.386532e-04 -1.510204e-03
flag__OTH 1.282594e-03 -2.354685e-04 -2.300209e-04 1.577751e-04
flag__REJ 1.998363e-03 -1.545248e-03 -8.092417e-04 1.479210e-03
flag__RSTO -2.144189e-03 2.489558e-03 1.856389e-03 -2.429554e-03
flag__RSTOS0 -2.104196e-04 1.406859e-05 -7.994367e-05 -2.233106e-04
flag__RSTR 3.580508e-03 -1.789466e-03 -1.871877e-03 1.096370e-03
flag__S0 -4.077544e-03 6.874829e-04 1.734392e-03 9.442910e-05
flag__S1 8.796174e-03 -2.619715e-03 -2.988235e-03 4.538776e-04
flag__S2 4.712119e-04 1.453429e-05 -4.264628e-05 -1.864667e-04
flag__S3 4.169105e-04 -9.435448e-05 -1.051598e-04 -6.963925e-06
flag__SF -1.159616e-02 2.771339e-03 2.693163e-03 -9.027970e-05
flag__SH 1.482547e-03 3.072687e-04 -1.568189e-04 -3.450864e-04
PC82 PC83 PC84 PC85 \
duration 2.397108e-05 4.845696e-06 2.198202e-05 2.203546e-05
src_bytes -2.781158e-05 1.143060e-05 -1.897679e-05 1.247264e-05
dst_bytes -2.689601e-05 1.036061e-05 -5.091914e-05 -7.695985e-05
land -1.891163e-06 3.055329e-06 -1.284382e-06 -3.207868e-05
wrong_fragment 5.628280e-07 -1.267180e-05 -2.081958e-06 -3.114612e-06
urgent 1.068032e-05 1.925125e-06 4.366115e-06 2.116708e-06
hot 1.410425e-04 2.919940e-05 8.052451e-05 7.433055e-05
num_failed_logins -1.395694e-06 -1.211788e-06 -3.978597e-07 3.988220e-07
logged_in -2.282598e-04 -5.065350e-05 -1.656452e-04 -4.179123e-04
num_compromised 1.605240e-05 1.969190e-06 6.569904e-06 -1.488295e-06
root_shell -3.183938e-06 -2.019381e-06 -4.215204e-06 1.600322e-05
su_attempted -3.493618e-05 -2.473770e-05 -2.681743e-05 -6.978571e-07
num_root -1.451458e-06 1.058573e-07 2.247417e-06 8.934474e-06
num_file_creations 7.396639e-06 8.702457e-07 4.092584e-06 2.532680e-06
num_shells -1.823172e-06 -6.643974e-07 -1.029291e-06 -1.325053e-06
num_access_files -3.455994e-06 -5.504266e-07 -1.958492e-06 -1.949908e-06
num_outbound_cmds 3.263948e-18 -2.599067e-18 -6.297364e-18 1.083496e-18
is_host_login -2.908703e-07 -8.973074e-08 -6.985477e-08 -3.405071e-07
is_guest_login -7.202606e-04 -1.818286e-04 -4.010550e-04 -4.234213e-04
count -2.150391e-04 6.296134e-06 -4.799822e-05 1.060629e-04
srv_count 1.388453e-04 -1.670627e-07 3.565164e-05 -6.193693e-05
serror_rate 1.071913e-04 4.362989e-04 1.215260e-04 -1.466889e-04
srv_serror_rate -2.466332e-04 -2.672119e-04 -1.052389e-04 1.872128e-04
rerror_rate -1.664527e-04 2.774752e-04 1.009498e-04 -7.603080e-05
srv_rerror_rate 7.310920e-05 -1.798969e-04 -1.296660e-04 -6.325266e-05
same_srv_rate 1.157373e-04 1.032711e-04 2.194859e-05 -7.511683e-05
diff_srv_rate 5.037942e-05 1.873961e-05 2.517387e-05 -1.938979e-05
srv_diff_host_rate 1.658137e-05 4.525298e-06 1.091010e-05 1.054977e-05
dst_host_count -8.489783e-08 9.668618e-06 -8.800177e-06 3.907472e-06
dst_host_srv_count 2.297658e-05 7.903639e-06 1.333371e-05 2.695762e-05
... ... ... ... ...
service__remote_job 4.966667e-05 2.452593e-05 6.449537e-05 1.802101e-04
service__rje 6.764967e-05 2.859562e-05 7.589723e-05 1.938332e-04
service__shell 1.891803e-04 5.569466e-05 1.171841e-04 1.255835e-04
service__smtp -8.499424e-04 -3.099136e-04 -4.771492e-04 -4.666288e-04
service__sql_net 5.838619e-04 2.010181e-04 6.008815e-04 1.956745e-03
service__ssh 2.452415e-03 7.912681e-04 2.628352e-03 4.646466e-02
service__sunrpc -2.084500e-02 -4.610489e-03 -6.246881e-03 -3.205270e-03
service__supdup -7.661984e-04 -2.707815e-04 -7.266415e-04 -1.359877e-03
service__systat -8.822966e-04 -3.548347e-04 -9.209440e-04 -1.741837e-03
service__telnet -1.046405e-03 -2.667060e-04 -5.598825e-04 -4.566150e-04
service__tftp_u -5.036356e-07 -9.877966e-07 2.300785e-06 7.070029e-06
service__tim_i 1.083953e-06 9.890884e-07 5.358039e-07 2.617339e-06
service__time -2.226870e-03 -5.772359e-04 -1.218174e-03 -1.159944e-03
service__urh_i 2.791365e-06 1.171622e-06 1.501503e-06 1.413203e-06
service__urp_i -7.870220e-06 6.746712e-05 -8.185787e-05 -2.428953e-04
service__uucp -2.191210e-03 -4.793393e-04 -1.066630e-03 -7.898345e-04
service__uucp_path -4.408865e-04 -1.905560e-04 -4.936596e-04 -1.096839e-03
service__vmnet -4.945995e-04 -2.164580e-04 -5.582925e-04 -1.217330e-03
service__whois -4.592300e-04 -1.839863e-04 -5.012069e-04 -1.073539e-03
flag__OTH 6.837326e-05 -1.899864e-05 2.093717e-05 7.191226e-05
flag__REJ -1.119899e-03 -2.295250e-04 -4.719417e-04 -2.635015e-05
flag__RSTO 2.486040e-03 5.185840e-04 9.521136e-04 -1.695994e-04
flag__RSTOS0 8.089982e-05 1.477528e-04 -3.188368e-05 2.104130e-04
flag__RSTR -1.494521e-03 -4.372737e-04 -4.467060e-04 1.574652e-04
flag__S0 3.862689e-04 1.911690e-04 -6.954148e-05 -5.342241e-04
flag__S1 -1.002639e-03 -5.743050e-04 -6.273456e-04 -2.543593e-04
flag__S2 1.048536e-04 6.959378e-05 1.105108e-04 7.014015e-05
flag__S3 1.115546e-05 -4.938925e-06 9.857626e-06 9.676663e-06
flag__SF -2.390163e-04 3.033446e-04 -1.775828e-05 -7.166732e-06
flag__SH 7.184844e-04 3.459712e-05 5.717576e-04 4.720924e-04
PC86 PC87 PC88 PC89 \
duration 3.377327e-05 -2.734534e-05 5.314944e-05 -2.202992e-05
src_bytes -2.691303e-05 3.182548e-05 3.140268e-04 -1.611330e-04
dst_bytes -7.225388e-05 3.237506e-05 -1.209364e-04 7.983721e-05
land -4.098752e-06 -1.502671e-05 -1.005984e-04 8.258045e-05
wrong_fragment -1.700683e-05 1.522334e-05 4.504177e-05 -2.662449e-05
urgent 9.317013e-07 -6.017434e-07 2.133451e-06 -1.012670e-06
hot 7.454066e-05 -6.520740e-05 2.029131e-04 -5.602091e-05
num_failed_logins 8.655206e-07 1.032200e-06 8.805071e-06 -4.959573e-06
logged_in -1.205555e-04 4.854275e-06 -5.454555e-04 4.445288e-04
num_compromised -7.896272e-06 -2.803839e-06 2.895372e-05 1.816965e-08
root_shell 4.852900e-05 -6.953836e-07 7.666943e-05 -9.608044e-05
su_attempted 7.215910e-06 3.319091e-05 -1.266381e-04 -9.160302e-05
num_root 4.304201e-06 7.095700e-07 2.262790e-05 -1.196603e-05
num_file_creations -2.619053e-06 -7.581848e-07 1.740880e-05 -7.560740e-07
num_shells -1.421777e-06 1.049202e-06 -3.460493e-06 1.903862e-07
num_access_files 9.906953e-07 1.983640e-07 -1.628996e-05 5.305232e-06
num_outbound_cmds 3.053219e-18 -3.781103e-19 6.149428e-18 -1.532333e-18
is_host_login -4.617863e-07 6.548585e-07 8.260555e-07 -5.702397e-07
is_guest_login -3.805122e-04 3.772891e-04 -2.202838e-03 6.734396e-04
count 3.780706e-04 -2.881735e-04 3.012043e-06 6.154771e-05
srv_count -2.186072e-04 1.775456e-04 -2.263822e-06 -3.858216e-05
serror_rate -1.622319e-04 -1.592545e-04 -9.634742e-04 5.855541e-04
srv_serror_rate 2.745400e-04 2.020403e-04 6.650137e-04 -3.857217e-04
rerror_rate -9.708329e-05 -1.300073e-04 -4.231074e-04 2.605525e-04
srv_rerror_rate 1.067634e-04 1.627296e-04 -4.697471e-04 -7.663602e-05
same_srv_rate 1.297918e-04 -1.990669e-04 -6.998643e-04 4.128754e-04
diff_srv_rate -1.730959e-05 -6.079284e-05 -2.022224e-04 1.172073e-04
srv_diff_host_rate 5.295560e-06 -2.073521e-06 1.897202e-05 3.227086e-07
dst_host_count -8.286524e-06 1.822203e-05 -1.919475e-06 1.417210e-06
dst_host_srv_count 4.161133e-05 -3.571557e-06 1.081673e-04 -5.208636e-05
... ... ... ... ...
service__remote_job 1.925674e-04 4.852475e-05 2.588569e-04 6.831999e-05
service__rje 2.007128e-04 7.263072e-05 2.613414e-04 9.769584e-05
service__shell 6.988437e-05 1.462408e-05 1.027008e-04 1.136058e-04
service__smtp -3.308616e-04 -2.414139e-04 7.187418e-04 -1.007545e-03
service__sql_net 1.983674e-03 9.735800e-04 1.917839e-02 3.905436e-02
service__ssh -1.527691e-02 -1.584416e-03 -2.944709e-03 -1.090651e-03
service__sunrpc -2.395052e-03 8.793633e-04 -1.821077e-03 -8.246413e-04
service__supdup -1.180229e-03 -2.692193e-04 -1.317199e-03 -2.190196e-04
service__systat -1.562460e-03 -2.608446e-04 -1.554408e-03 -2.263146e-04
service__telnet -3.357515e-04 -9.278360e-05 4.253246e-04 -7.806479e-04
service__tftp_u 6.025733e-06 1.858381e-06 1.251344e-05 -9.775279e-07
service__tim_i 2.256281e-06 9.240401e-07 9.216098e-06 -4.038664e-06
service__time -9.733833e-04 3.597882e-04 -7.647627e-04 -6.018705e-04
service__urh_i 2.299422e-06 -1.360311e-06 -1.017922e-05 8.206578e-06
service__urp_i 1.512500e-04 -1.214529e-04 -3.077668e-04 5.174036e-05
service__uucp -3.590880e-04 2.873638e-05 -8.190970e-04 -4.206443e-04
service__uucp_path -1.031522e-03 -1.806115e-04 -1.149443e-03 -1.738249e-04
service__vmnet -1.144270e-03 -1.895246e-04 -1.238521e-03 -1.821237e-04
service__whois -9.999941e-04 -1.881525e-04 -1.118739e-03 -1.824471e-04
flag__OTH 6.252851e-05 1.345203e-04 2.954871e-04 2.162254e-04
flag__REJ 3.237350e-05 6.662043e-04 4.398474e-04 -2.765645e-04
flag__RSTO -2.277217e-04 -9.451768e-04 1.120699e-05 5.731697e-04
flag__RSTOS0 -9.968702e-05 -1.196124e-04 -1.075643e-04 -7.646527e-05
flag__RSTR 1.730438e-04 2.548231e-04 1.048429e-03 -4.996345e-04
flag__S0 -4.304948e-04 7.977525e-05 -7.286987e-04 3.417808e-04
flag__S1 3.556012e-04 5.466729e-04 -5.165994e-03 -3.667988e-04
flag__S2 -2.439819e-05 -2.499200e-04 1.775574e-03 3.883239e-05
flag__S3 -1.313035e-05 -3.778427e-05 4.545884e-04 -1.101710e-05
flag__SF 2.164297e-04 2.440132e-04 -2.548373e-03 4.244784e-04
flag__SH -4.454468e-05 -5.735155e-04 4.525497e-03 -3.640064e-04
PC90 PC91 PC92 PC93 \
duration 1.187613e-04 -2.233171e-04 2.843851e-05 -5.797164e-05
src_bytes -4.040620e-04 -3.070616e-04 -1.697729e-04 -3.388480e-04
dst_bytes -8.610477e-04 -3.146931e-04 -3.379913e-04 -1.204159e-04
land -3.016803e-04 6.937873e-05 5.088788e-06 -3.288654e-04
wrong_fragment -1.379661e-05 -7.429160e-05 1.470275e-04 3.255577e-05
urgent 1.496706e-05 -1.293253e-06 7.503584e-07 2.517841e-06
hot 1.751748e-04 9.076416e-05 6.485358e-05 3.133779e-04
num_failed_logins 7.638228e-06 3.804572e-06 3.774845e-06 4.332821e-06
logged_in -2.547950e-03 -4.101405e-04 -1.432606e-04 -9.022092e-04
num_compromised -1.120885e-04 9.828472e-05 3.965106e-05 2.296424e-05
root_shell 6.333245e-04 -8.749059e-04 -5.811141e-04 -1.562433e-03
su_attempted 1.556338e-03 -4.292272e-04 -1.699035e-04 -8.741727e-04
num_root 9.287651e-06 -1.308603e-06 3.766517e-06 4.589076e-05
num_file_creations -5.768342e-05 5.256237e-05 1.769583e-05 -1.528850e-05
num_shells 5.780537e-06 -2.743110e-06 5.234529e-07 -2.071569e-06
num_access_files 2.508607e-05 -4.574983e-06 -1.537937e-06 8.109199e-06
num_outbound_cmds 1.500562e-18 -1.102792e-17 6.198006e-18 -1.232380e-17
is_host_login -8.266054e-07 5.352513e-06 3.493482e-06 2.033621e-05
is_guest_login 1.262850e-03 6.719442e-04 6.787790e-04 -4.435156e-03
count -1.716735e-04 4.828464e-05 -1.368130e-04 -1.122432e-04
srv_count 1.706563e-04 -5.837400e-05 1.185644e-04 9.356856e-05
serror_rate 9.364315e-04 8.075492e-04 3.940793e-05 -1.516908e-03
srv_serror_rate 2.187254e-04 -2.783060e-04 5.931110e-05 1.349511e-03
rerror_rate 1.420054e-03 5.583057e-04 1.687515e-04 -4.209623e-04
srv_rerror_rate 2.686158e-03 -5.739417e-04 -1.059880e-04 -1.707813e-04
same_srv_rate -2.089068e-05 -5.013380e-05 -4.076527e-04 3.821123e-05
diff_srv_rate -1.592987e-04 -8.339053e-05 -1.606654e-04 -1.138968e-04
srv_diff_host_rate -3.672848e-05 5.345812e-06 5.070635e-06 -1.210897e-05
dst_host_count -4.405626e-05 1.613341e-04 1.325655e-04 1.871286e-06
dst_host_srv_count 1.471225e-04 4.390513e-05 1.104290e-04 7.171921e-05
... ... ... ... ...
service__remote_job 5.025644e-05 1.807135e-04 5.373086e-04 4.714413e-04
service__rje 6.014765e-05 2.569340e-04 6.986528e-04 2.795869e-04
service__shell 4.735401e-04 2.112288e-04 5.537379e-04 2.880462e-04
service__smtp 6.927252e-04 4.119127e-04 -2.274607e-04 -5.238218e-05
service__sql_net 3.272816e-03 -9.285149e-04 -1.883719e-03 -2.904305e-04
service__ssh 1.727593e-04 -5.229755e-04 -1.295219e-03 -2.655363e-04
service__sunrpc -5.534780e-04 -5.623527e-04 -1.249359e-03 -1.823907e-04
service__supdup 4.705105e-05 -4.758005e-04 -9.596233e-04 -1.420595e-04
service__systat 1.099540e-04 -4.935707e-04 -9.919293e-04 -1.648848e-04
service__telnet -6.744733e-04 3.814909e-04 -3.774537e-04 -2.721941e-04
service__tftp_u -1.291002e-06 1.691050e-05 -2.007356e-05 -3.922747e-06
service__tim_i 1.288306e-05 -9.129671e-06 -2.317593e-05 2.607413e-06
service__time -5.870735e-04 -4.626042e-04 -9.552314e-04 -4.610198e-04
service__urh_i 9.549358e-06 3.664331e-06 -2.695227e-05 1.138722e-05
service__urp_i 9.005689e-04 1.980602e-05 3.470868e-04 4.524053e-04
service__uucp -4.630731e-04 -3.314712e-04 -1.011588e-03 -2.177315e-04
service__uucp_path 1.157218e-04 -4.580414e-04 -8.793644e-04 -1.286690e-04
service__vmnet 9.755986e-05 -4.766611e-04 -9.101386e-04 -1.198765e-04
service__whois 5.912070e-05 -4.321206e-04 -8.677757e-04 -1.518567e-04
flag__OTH -2.267733e-03 -1.355060e-04 -1.076897e-04 2.084865e-03
flag__REJ -2.550066e-03 7.854039e-04 2.390188e-04 -1.315748e-03
flag__RSTO -1.329728e-03 5.595352e-04 4.784177e-04 -1.310387e-03
flag__RSTOS0 9.487176e-04 -2.004257e-03 -1.069082e-03 1.203654e-02
flag__RSTR -4.121997e-03 -2.890477e-04 -5.569617e-04 -2.349963e-03
flag__S0 2.926589e-04 1.383047e-03 9.729125e-04 -7.541251e-03
flag__S1 3.095536e-02 -1.352401e-03 1.437140e-03 -3.673952e-03
flag__S2 -1.195008e-02 -3.222360e-03 -3.998739e-03 2.105467e-02
flag__S3 -2.995499e-03 -1.565746e-04 -4.289307e-04 1.088729e-03
flag__SF 1.367448e-02 2.192012e-03 1.380618e-03 -1.762175e-03
flag__SH -2.065611e-02 2.240148e-03 1.653297e-03 -1.831133e-02
PC94 PC95 PC96 PC97 \
duration -7.451994e-05 1.262900e-04 -6.603253e-06 7.931139e-06
src_bytes 2.321402e-04 -5.397150e-04 2.424827e-05 -1.808470e-05
dst_bytes 1.661531e-04 -2.830543e-06 9.066423e-05 -8.778169e-06
land 5.817898e-05 -6.222813e-05 3.265424e-04 -6.713871e-06
wrong_fragment 8.131748e-06 -3.406121e-07 -1.379810e-05 -5.874917e-06
urgent 1.513497e-05 8.786810e-06 -1.033113e-06 6.199096e-07
hot -7.041207e-04 1.693252e-03 1.538268e-04 -4.662251e-06
num_failed_logins -1.127520e-05 2.179531e-05 5.739815e-06 7.998322e-09
logged_in -3.975410e-04 6.002288e-04 9.251127e-04 1.743302e-05
num_compromised 6.869965e-04 2.235850e-04 1.665511e-05 3.016822e-06
root_shell -2.658994e-02 -9.525053e-03 1.024260e-04 -4.541791e-05
su_attempted -1.174854e-02 -6.903586e-03 -7.927622e-04 -4.931071e-05
num_root 2.833925e-04 1.496327e-04 2.465415e-06 2.765231e-07
num_file_creations 2.484207e-05 -5.518451e-05 7.871278e-07 7.887907e-07
num_shells 9.443070e-05 2.552448e-07 -2.138265e-06 2.501323e-07
num_access_files 1.320160e-04 9.407319e-05 7.059061e-06 3.554262e-07
num_outbound_cmds -2.079964e-17 -1.829637e-17 -1.032037e-17 2.454146e-18
is_host_login 1.162303e-04 5.121632e-05 3.630042e-06 -3.835487e-07
is_guest_login 1.153588e-02 -2.624288e-02 -2.796218e-03 2.280297e-04
count 2.855970e-05 -3.479717e-05 3.175216e-05 4.286949e-06
srv_count -2.733429e-05 3.952524e-05 -3.754380e-05 -1.535549e-06
serror_rate -2.124231e-05 1.988979e-04 -1.423068e-04 -1.149327e-07
srv_serror_rate 2.556906e-04 -5.105594e-04 -7.147079e-04 -1.117071e-06
rerror_rate -5.874687e-05 8.357579e-05 6.382300e-04 -5.678083e-05
srv_rerror_rate 1.435879e-04 -1.119059e-04 2.977227e-04 2.857669e-05
same_srv_rate -1.058875e-04 2.187502e-04 1.456938e-04 6.453081e-06
diff_srv_rate -1.365252e-05 7.047396e-05 2.754218e-06 1.158441e-05
srv_diff_host_rate -4.289865e-06 -1.466270e-05 6.427099e-06 2.941799e-06
dst_host_count 1.320225e-05 -4.367935e-05 -1.552941e-05 -5.802493e-06
dst_host_srv_count -1.163059e-04 1.489731e-04 -1.129168e-05 -9.666492e-07
... ... ... ... ...
service__remote_job -4.619380e-05 -2.736826e-05 6.798982e-04 4.621196e-03
service__rje -1.319665e-04 1.975402e-04 -1.202975e-04 2.461580e-02
service__shell -3.069841e-05 8.819478e-05 -2.270791e-04 1.766631e-03
service__smtp 3.100199e-04 -5.356674e-04 -3.869499e-04 -6.599278e-04
service__sql_net 1.426771e-04 -1.459213e-04 -1.311893e-05 -9.665677e-04
service__ssh 1.043760e-04 -9.279357e-05 -1.309026e-04 -8.698113e-04
service__sunrpc 3.899773e-06 1.094529e-04 1.295587e-04 -8.423035e-04
service__supdup 6.861930e-05 -6.175642e-05 1.001403e-05 -7.423395e-04
service__systat 6.369786e-05 -3.789270e-05 -5.588933e-05 -7.624018e-04
service__telnet 2.778060e-04 -4.369769e-04 -1.986571e-05 -6.774022e-04
service__tftp_u -6.887605e-06 1.174880e-05 -6.481588e-07 2.526758e-05
service__tim_i 8.943051e-06 -2.313021e-05 1.158143e-06 1.129026e-05
service__time 5.756125e-05 -3.413869e-05 1.119054e-04 -7.581635e-04
service__urh_i -1.848337e-05 2.977276e-05 8.106077e-06 1.562817e-05
service__urp_i 6.004966e-05 -1.132441e-05 2.318903e-05 -1.545515e-04
service__uucp 3.051755e-05 5.192654e-05 1.524582e-04 -7.321462e-04
service__uucp_path 6.399186e-05 -5.045207e-05 -5.074189e-06 -7.131919e-04
service__vmnet 6.256165e-05 -4.724349e-05 2.608490e-06 -7.253238e-04
service__whois 6.156739e-05 -4.235354e-05 -3.499361e-05 -7.113489e-04
flag__OTH -5.437913e-05 -1.128547e-04 1.580945e-03 -8.100467e-06
flag__REJ -8.863272e-05 2.326948e-04 -5.344407e-03 -3.948818e-05
flag__RSTO 2.164894e-04 -4.531787e-04 -5.923795e-03 9.857476e-05
flag__RSTOS0 1.052463e-03 -4.465350e-03 2.387031e-02 -2.198197e-05
flag__RSTR 4.097455e-04 -3.803954e-04 -5.355702e-03 3.235235e-05
flag__S0 -3.315890e-04 1.252613e-03 2.025215e-03 -6.429648e-05
flag__S1 -1.430171e-04 2.903168e-03 -1.797982e-03 -6.860668e-06
flag__S2 -6.752775e-04 -1.322475e-03 -1.175789e-02 -1.085594e-04
flag__S3 4.236114e-04 -6.689520e-04 1.552428e-03 -7.569474e-06
flag__SF -2.996925e-04 7.851552e-04 -3.047503e-03 -3.010040e-05
flag__SH -5.097217e-04 2.229575e-03 4.198384e-03 1.560299e-04
PC98 PC99 PC100 PC101 \
duration 1.575388e-07 4.835649e-06 -1.733464e-05 2.586987e-06
src_bytes -3.036846e-05 -1.899209e-06 -1.620794e-04 1.728927e-05
dst_bytes -1.856316e-05 3.286880e-07 -1.005346e-04 6.385409e-06
land 1.688854e-06 -5.198847e-06 -5.173762e-05 8.388159e-05
wrong_fragment -3.936049e-06 -9.789945e-07 -6.182563e-06 8.613211e-06
urgent 5.473410e-07 6.068342e-08 1.291630e-06 -5.491950e-07
hot 8.060639e-06 4.912624e-06 9.665565e-05 -1.100386e-04
num_failed_logins 4.360468e-07 -9.883419e-08 3.071503e-06 -4.038444e-07
logged_in 2.760819e-05 -1.083759e-05 7.450954e-05 1.023492e-04
num_compromised 5.922571e-06 -1.079741e-06 2.988984e-05 -3.118182e-06
root_shell -4.467655e-05 1.640741e-05 2.217681e-05 -2.202765e-04
su_attempted -7.910424e-05 -2.759370e-05 -6.185736e-04 3.003105e-04
num_root -1.731868e-07 9.050501e-07 2.950337e-06 -2.979622e-06
num_file_creations 1.718964e-06 -7.593486e-07 7.417854e-06 5.024915e-06
num_shells -2.657062e-08 -1.392261e-07 -2.823986e-06 2.802313e-06
num_access_files 5.259979e-07 3.242577e-07 4.045197e-06 -3.294657e-06
num_outbound_cmds -8.663133e-18 -1.942016e-19 -1.089652e-17 -3.681604e-18
is_host_login 2.853213e-07 -7.244997e-08 3.700680e-06 6.070323e-07
is_guest_login 6.910268e-05 -6.282998e-05 -5.535781e-04 1.245449e-03
count -1.349369e-05 1.336385e-05 3.372999e-05 3.327161e-05
srv_count 1.018636e-05 -7.454426e-06 -1.549366e-05 -2.551004e-05
serror_rate -7.029123e-06 3.561591e-05 2.085440e-04 -6.769089e-04
srv_serror_rate 2.063789e-05 1.803115e-05 3.248589e-04 -8.576459e-04
rerror_rate -7.081026e-05 -7.320380e-06 -1.535879e-04 4.261203e-04
srv_rerror_rate 2.440584e-05 -7.289191e-05 -5.182729e-04 1.537937e-03
same_srv_rate -5.966007e-06 2.053067e-06 -6.991727e-05 -3.629057e-05
diff_srv_rate 3.257983e-06 2.035162e-06 -2.953695e-05 -6.121076e-06
srv_diff_host_rate 1.444015e-06 1.109707e-06 5.207296e-06 -1.719163e-05
dst_host_count -2.569934e-06 1.158007e-06 1.078546e-05 -4.907265e-06
dst_host_srv_count 8.174917e-06 -1.659170e-06 4.678020e-05 -1.640250e-05
... ... ... ... ...
service__remote_job 1.599858e-02 1.765994e-02 -4.705449e-03 -1.453968e-03
service__rje -8.167936e-03 5.505505e-05 -2.131844e-03 -9.025531e-04
service__shell 2.248474e-03 -5.589221e-06 3.019318e-03 1.355394e-03
service__smtp -5.287309e-04 -1.481713e-06 -1.155008e-05 -1.959998e-04
service__sql_net -7.901916e-04 -2.986659e-06 -5.047732e-04 -2.204978e-04
service__ssh -7.188998e-04 6.244262e-07 -4.584691e-04 -2.133383e-04
service__sunrpc -6.895002e-04 -8.293784e-06 -4.562398e-04 -1.466343e-04
service__supdup -6.222182e-04 -4.904311e-06 -4.227454e-04 -2.063150e-04
service__systat -6.343923e-04 -6.204364e-06 -4.413608e-04 -2.169456e-04
service__telnet -5.653792e-04 7.028926e-07 -2.021012e-04 -9.914015e-05
service__tftp_u 2.435929e-05 -1.393225e-07 2.884734e-05 1.191734e-05
service__tim_i 7.692619e-06 -1.443244e-07 -1.285174e-05 6.478670e-06
service__time -6.256527e-04 -6.283532e-06 -4.019353e-04 -1.809853e-04
service__urh_i 1.395609e-05 -5.071159e-07 5.066972e-06 2.088956e-06
service__urp_i -1.129487e-04 -3.392808e-06 -1.796749e-06 -6.682899e-05
service__uucp -6.210108e-04 2.955667e-06 -3.728198e-04 -1.026073e-04
service__uucp_path -5.974546e-04 -7.876185e-06 -4.191057e-04 -1.997473e-04
service__vmnet -6.066393e-04 -8.055371e-06 -4.244412e-04 -2.097770e-04
service__whois -5.973260e-04 -5.514307e-06 -4.159962e-04 -2.033469e-04
flag__OTH -5.017900e-05 -7.960245e-06 6.725221e-04 -2.936643e-03
flag__REJ 1.060782e-04 2.554901e-04 1.706148e-03 -5.084584e-03
flag__RSTO 1.923574e-04 2.590174e-04 1.711307e-03 -5.391880e-03
flag__RSTOS0 -3.362837e-04 -3.834281e-04 3.901733e-04 2.065506e-04
flag__RSTR 1.574877e-04 2.604853e-04 1.937899e-03 -4.998525e-03
flag__S0 -6.350395e-05 -1.239918e-04 -1.719016e-03 4.792884e-03
flag__S1 8.271684e-06 -7.721804e-05 -1.457414e-03 4.571826e-03
flag__S2 9.805921e-06 -1.885836e-04 -2.610856e-03 8.130208e-03
flag__S3 -7.594745e-05 8.213701e-05 1.770143e-03 -7.501493e-03
flag__SF 3.259139e-05 2.346196e-05 -2.187288e-04 1.232005e-03
flag__SH 1.932172e-05 -9.941005e-05 -2.182177e-03 6.979652e-03
PC102 PC103 PC104 PC105 \
duration 1.167115e-05 2.185740e-06 -1.661461e-05 2.314336e-06
src_bytes 8.320740e-05 2.199485e-05 5.545552e-05 -6.683216e-05
dst_bytes 6.179795e-05 3.020501e-05 -1.877388e-05 -6.831699e-05
land -3.422195e-05 7.190446e-06 -8.650316e-05 -2.302997e-04
wrong_fragment -1.100438e-05 -1.592147e-06 -1.045724e-06 7.130453e-06
urgent -4.728992e-07 -1.794541e-07 7.626307e-07 8.971051e-07
hot 4.713440e-05 -1.419374e-05 -1.300350e-04 -3.500079e-05
num_failed_logins -1.263075e-06 -1.831581e-07 1.023703e-05 8.256841e-07
logged_in -8.467540e-05 3.832138e-05 -1.600547e-04 -1.033704e-04
num_compromised -1.261279e-05 1.849950e-06 3.527688e-04 -6.521445e-07
root_shell 2.943724e-04 1.206897e-04 9.005048e-03 1.763875e-04
su_attempted -1.126606e-04 -1.086360e-04 -1.868759e-02 -1.154644e-04
num_root 1.839964e-06 -3.857343e-06 1.590320e-04 6.063938e-06
num_file_creations -1.011561e-05 -1.445277e-06 -2.045769e-05 -1.941968e-06
num_shells -1.835852e-06 -3.814802e-07 -6.470095e-05 -1.057307e-08
num_access_files 2.054901e-06 9.488978e-07 9.366978e-05 -1.950079e-07
num_outbound_cmds 9.857573e-18 3.671133e-18 -1.573000e-17 -1.088877e-18
is_host_login -2.762196e-06 -5.588472e-07 1.388105e-04 4.358173e-06
is_guest_login -8.933548e-04 8.067366e-05 1.638977e-03 6.145004e-04
count 2.088162e-05 3.135609e-05 -7.293304e-06 -6.819823e-06
srv_count -1.059882e-05 -2.032330e-05 1.690213e-06 4.547339e-06
serror_rate 5.051709e-04 -8.017368e-05 -4.024035e-05 -2.376735e-04
srv_serror_rate 6.883892e-04 5.391510e-05 7.974784e-05 -5.281704e-04
rerror_rate -4.595964e-04 -1.177354e-04 -3.809353e-05 4.893134e-04
srv_rerror_rate -1.115993e-03 1.126763e-04 4.690490e-05 1.266510e-03
same_srv_rate 1.171618e-04 2.929032e-05 -1.412507e-05 -7.415118e-05
diff_srv_rate 1.858416e-05 3.670727e-07 -3.376014e-06 -1.269841e-05
srv_diff_host_rate 1.342396e-05 -1.000331e-06 2.638925e-06 -1.277092e-05
dst_host_count -6.791515e-06 -4.554637e-06 7.589678e-06 -6.949191e-06
dst_host_srv_count -8.359756e-06 -9.208300e-07 8.083574e-06 1.266707e-05
... ... ... ... ...
service__remote_job -6.170651e-04 -1.318089e-03 2.850428e-05 4.107582e-05
service__rje -2.938789e-04 -8.775578e-04 2.701935e-05 -4.641314e-05
service__shell 3.381102e-04 2.220898e-02 -1.791645e-04 -1.938757e-04
service__smtp -2.325401e-04 -2.427943e-04 1.084055e-04 1.100309e-04
service__sql_net -8.120458e-05 -2.816618e-04 1.767782e-05 -2.645485e-05
service__ssh -6.055765e-05 -2.591038e-04 1.923478e-05 -4.350461e-06
service__sunrpc -3.790278e-05 -2.186353e-04 -2.282402e-06 -3.422033e-05
service__supdup -4.334420e-05 -2.359417e-04 9.755713e-06 -2.328069e-05
service__systat -4.646598e-05 -2.461152e-04 1.278398e-05 -1.984122e-05
service__telnet -1.706427e-04 -2.139475e-04 -1.362583e-04 1.502342e-05
service__tftp_u -7.532530e-06 9.518749e-06 -3.086607e-06 1.409409e-05
service__tim_i 1.457380e-05 9.061823e-06 3.045541e-06 -8.342452e-06
service__time 5.817093e-07 -1.972832e-04 8.882587e-06 -7.586244e-05
service__urh_i 1.129139e-05 9.742420e-06 -2.794477e-06 -5.791735e-06
service__urp_i -5.689197e-06 -4.634283e-05 -2.287735e-05 6.771667e-06
service__uucp -2.167695e-05 -1.751654e-04 -1.007121e-05 -1.690447e-05
service__uucp_path -5.168446e-05 -2.357890e-04 1.388959e-05 -2.425516e-05
service__vmnet -4.583308e-05 -2.387536e-04 1.254731e-05 -2.160186e-05
service__whois -4.591790e-05 -2.338864e-04 1.201877e-05 -1.932847e-05
flag__OTH 2.664434e-03 1.102480e-04 -6.781909e-04 1.793226e-03
flag__REJ 4.066357e-03 -1.929419e-05 2.945948e-05 -5.854705e-03
flag__RSTO 4.012208e-03 -1.571409e-04 1.124221e-04 -5.878842e-03
flag__RSTOS0 -2.916078e-04 7.289305e-06 -8.452570e-05 -4.408398e-03
flag__RSTR 3.835512e-03 -4.831051e-05 9.048053e-05 -5.761778e-03
flag__S0 -3.735435e-03 5.920585e-05 -7.548752e-05 7.121262e-04
flag__S1 -3.945706e-03 -1.585370e-04 5.469869e-04 1.388960e-03
flag__S2 -6.761798e-03 -1.061629e-04 3.120370e-04 1.725345e-03
flag__S3 6.867726e-03 3.216152e-04 -2.290640e-04 1.515146e-02
flag__SF -1.283392e-03 -1.664022e-04 1.204093e-04 6.227272e-05
flag__SH -5.428297e-03 1.574893e-04 -1.445272e-04 1.070333e-03
PC106 PC107 PC108 PC109 \
duration 1.345711e-05 2.096588e-06 1.183475e-06 -4.006868e-07
src_bytes 3.441472e-05 -8.363500e-06 -8.609647e-07 2.639402e-06
dst_bytes -2.056995e-05 -8.267893e-06 2.265847e-06 -5.122371e-08
land 1.570718e-04 1.380599e-02 -1.250647e-04 1.716223e-06
wrong_fragment -2.165460e-06 -3.347044e-07 2.132666e-06 -2.394377e-07
urgent 6.814520e-07 1.991640e-07 5.549436e-09 -7.109225e-09
hot -3.562886e-05 5.823358e-06 1.105191e-07 -9.051302e-07
num_failed_logins 5.857213e-07 1.005379e-07 2.314715e-08 -1.542414e-08
logged_in 1.473448e-04 -4.983171e-05 2.128485e-06 -1.325076e-06
num_compromised 1.299073e-05 3.022630e-07 -6.532934e-08 4.582059e-09
root_shell 2.167338e-04 3.359047e-05 -3.546337e-06 4.615726e-07
su_attempted -4.630925e-04 -4.163459e-05 -7.039837e-07 -6.190133e-07
num_root 1.080645e-06 6.827354e-07 3.387065e-07 8.698541e-09
num_file_creations 1.765370e-06 -9.919103e-07 9.539433e-08 -2.796412e-08
num_shells -7.427071e-07 -1.994696e-07 -1.747996e-08 5.203774e-09
num_access_files 2.386804e-06 3.693354e-08 -5.174295e-08 -5.958694e-09
num_outbound_cmds 5.512686e-18 -1.371297e-17 5.034773e-18 3.369240e-18
is_host_login -4.837094e-07 1.294203e-06 7.626425e-09 3.910369e-08
is_guest_login 4.671485e-04 -3.624144e-05 1.355240e-05 6.674268e-06
count 1.425266e-05 -5.488346e-06 -1.899787e-06 3.244395e-07
srv_count -1.066612e-05 2.412425e-06 7.837277e-06 -7.686723e-07
serror_rate 4.222408e-04 -4.074954e-07 -5.957626e-06 5.584189e-07
srv_serror_rate 2.861414e-04 -7.139344e-05 3.327993e-06 -3.410510e-07
rerror_rate 4.047994e-04 -2.023933e-05 1.756905e-06 -3.293028e-07
srv_rerror_rate 4.928722e-04 2.939216e-06 3.443990e-08 6.223332e-08
same_srv_rate -2.173879e-05 -1.942272e-05 -1.186202e-05 8.009203e-07
diff_srv_rate 7.661254e-06 -8.286216e-06 -2.861731e-08 -6.718496e-07
srv_diff_host_rate -4.924681e-06 -1.164579e-05 3.075653e-06 -3.129249e-07
dst_host_count -7.702760e-06 -8.850438e-06 4.233258e-06 -6.611679e-07
dst_host_srv_count 6.336033e-06 2.091991e-05 1.740970e-06 -1.538693e-06
... ... ... ... ...
service__remote_job 9.111704e-06 -2.957987e-06 -5.332667e-05 7.799355e-06
service__rje -1.844457e-05 3.572196e-06 -5.283471e-05 7.795470e-06
service__shell -2.760123e-05 -2.155771e-06 -5.772338e-05 8.208709e-06
service__smtp 1.189655e-04 4.459573e-05 -3.707649e-05 4.887675e-06
service__sql_net -7.746080e-05 -2.473687e-06 -4.628645e-05 7.051386e-06
service__ssh -2.998449e-06 4.641632e-06 -4.559558e-05 7.087765e-06
service__sunrpc -5.688621e-05 -1.972286e-06 -4.505443e-05 6.990881e-06
service__supdup -9.681200e-06 -2.139570e-06 -4.456130e-05 6.873003e-06
service__systat -1.101802e-05 -2.351513e-06 -4.473772e-05 6.845081e-06
service__telnet 1.570761e-05 1.208475e-05 -4.064045e-05 6.848373e-06
service__tftp_u 7.235654e-06 1.185336e-05 5.876032e-06 -3.955687e-06
service__tim_i -4.638325e-06 4.348180e-05 3.857760e-03 -4.086765e-03
service__time 4.773243e-05 -3.291972e-07 -4.259728e-05 6.859493e-06
service__urh_i -1.120495e-05 8.649772e-05 6.453486e-03 6.120816e-03
service__urp_i -1.493076e-05 -1.239215e-04 -3.911138e-03 5.691172e-04
service__uucp 7.958393e-06 -5.398675e-06 -4.461503e-05 7.090976e-06
service__uucp_path -3.461293e-05 -2.002971e-06 -4.422014e-05 6.737555e-06
service__vmnet -9.568042e-06 -2.340872e-06 -4.421323e-05 6.717329e-06
service__whois -9.840784e-06 -1.763190e-06 -4.419587e-05 6.794783e-06
flag__OTH 1.714716e-02 -8.414511e-05 1.371957e-05 -1.459265e-06
flag__REJ -2.168850e-03 -6.451531e-06 -4.715111e-06 1.369202e-06
flag__RSTO -2.190845e-03 -4.867718e-06 -4.044401e-06 6.135373e-07
flag__RSTOS0 -2.676175e-03 -8.940271e-05 -1.098270e-05 3.091916e-06
flag__RSTR -2.087842e-03 6.357552e-06 -2.926871e-06 1.284616e-06
flag__S0 -7.708145e-04 -1.221607e-04 -1.506780e-06 1.925798e-06
flag__S1 -7.903387e-04 9.684932e-05 4.749407e-06 -2.281134e-06
flag__S2 -1.136875e-03 1.263397e-04 1.241633e-06 -1.066701e-06
flag__S3 -5.076405e-03 1.769943e-04 2.323272e-06 -2.851488e-06
flag__SF 3.970956e-04 1.122825e-05 -4.776104e-06 -1.092709e-06
flag__SH -6.461091e-04 -1.107414e-04 6.918081e-06 4.662265e-07
PC110 PC111 PC112 PC113 \
duration 4.603555e-08 1.489905e-07 -1.099799e-07 -5.700222e-08
src_bytes -1.686401e-06 -3.436695e-07 1.073838e-06 -2.742083e-07
dst_bytes 2.871268e-07 -1.818468e-06 1.066500e-06 8.270119e-08
land 8.567259e-06 -8.502463e-07 -4.139107e-06 2.187349e-07
wrong_fragment -3.419158e-07 8.535313e-08 2.877207e-07 9.738701e-09
urgent 1.075320e-08 1.466952e-08 -1.984206e-09 6.248663e-09
hot 6.784106e-07 7.559481e-08 -3.787167e-07 5.593969e-08
num_failed_logins 2.888272e-09 8.581017e-08 -1.531928e-08 -2.674648e-09
logged_in 2.208989e-06 1.176009e-05 -9.938822e-07 -2.652565e-07
num_compromised -1.169330e-08 2.155162e-07 -6.906120e-08 -3.082034e-08
root_shell 5.090908e-07 1.695212e-06 -7.557330e-08 8.380716e-08
su_attempted 3.407770e-07 -5.484662e-07 -3.960827e-07 3.294241e-07
num_root -1.008352e-07 -2.040065e-07 5.412378e-08 1.994117e-08
num_file_creations -2.900839e-08 1.497756e-08 -4.258586e-08 7.833446e-09
num_shells 1.800873e-08 -1.143836e-08 6.526505e-09 9.402779e-10
num_access_files 3.024884e-08 4.219674e-09 2.080921e-09 4.645799e-09
num_outbound_cmds -1.086630e-18 1.067938e-18 -8.733940e-19 -1.039553e-18
is_host_login -2.886358e-07 -8.504783e-08 2.578815e-07 -1.274548e-06
is_guest_login -8.918969e-06 1.620828e-06 1.869349e-06 -9.284596e-07
count 6.702086e-07 -2.981641e-08 8.851086e-08 -1.422124e-06
srv_count -4.218773e-07 -1.138966e-07 -1.038497e-07 8.052451e-07
serror_rate 1.365348e-06 -1.339444e-05 1.697304e-06 3.688475e-06
srv_serror_rate -3.773260e-07 1.037532e-05 -1.021306e-06 -2.487847e-06
rerror_rate -1.158758e-06 -2.563770e-05 3.172478e-07 -2.705475e-06
srv_rerror_rate 3.623968e-07 1.482544e-05 -6.458917e-07 1.378553e-06
same_srv_rate 3.133741e-06 1.207874e-07 2.001217e-06 -8.747524e-07
diff_srv_rate 5.640662e-07 -2.095231e-06 3.025249e-07 -5.359495e-07
srv_diff_host_rate 9.010566e-08 -1.096019e-07 3.729815e-08 -3.512753e-08
dst_host_count -6.509692e-08 2.547446e-07 6.559525e-07 -5.012140e-08
dst_host_srv_count 1.665719e-06 3.519430e-07 -4.276779e-08 -3.530895e-08
... ... ... ... ...
service__remote_job 1.237522e-07 -1.197020e-04 -9.074148e-05 -1.108954e-04
service__rje 1.901787e-08 -1.190157e-04 -9.049600e-05 -1.108198e-04
service__shell 9.099393e-07 -1.152651e-04 -9.212138e-05 -1.121592e-04
service__smtp -2.181484e-07 -1.095208e-04 -8.952168e-05 -1.089139e-04
service__sql_net 6.618554e-08 -1.146163e-04 -8.848524e-05 -1.096374e-04
service__ssh -9.301401e-08 -1.142530e-04 -8.831527e-05 -1.092443e-04
service__sunrpc -1.704164e-08 -1.129151e-04 -8.823168e-05 -1.090480e-04
service__supdup 7.002715e-08 -1.131699e-04 -8.780064e-05 -1.088763e-04
service__systat 8.328124e-08 -1.134335e-04 -8.777835e-05 -1.088510e-04
service__telnet -8.598709e-07 -1.107094e-04 -8.885960e-05 -1.093846e-04
service__tftp_u 9.807595e-07 1.640512e-04 4.857362e-03 -3.596786e-04
service__tim_i 5.634004e-03 -1.863562e-05 -1.135890e-05 -1.296681e-05
service__time 2.611980e-07 -1.114228e-04 -8.775829e-05 -1.088909e-04
service__urh_i -1.015918e-05 -1.133209e-05 -8.763852e-06 -1.163830e-05
service__urp_i -2.626174e-07 -2.226533e-06 -5.477834e-06 -9.452065e-06
service__uucp 2.096108e-07 -1.127685e-04 -8.792628e-05 -1.099026e-04
service__uucp_path 3.480250e-08 -1.131327e-04 -8.766239e-05 -1.086892e-04
service__vmnet 4.391762e-08 -1.132556e-04 -8.768807e-05 -1.087114e-04
service__whois 5.175845e-08 -1.131035e-04 -8.762743e-05 -1.087257e-04
flag__OTH -2.537578e-06 -1.007461e-05 -1.439879e-06 5.314869e-07
flag__REJ 3.260194e-07 2.008108e-05 2.548669e-06 3.308355e-06
flag__RSTO 5.200502e-07 1.934636e-05 3.547745e-06 3.858710e-06
flag__RSTOS0 2.599490e-06 7.332732e-06 1.346889e-06 -4.385433e-07
flag__RSTR 1.092367e-06 1.581088e-05 -1.294739e-06 3.851664e-06
flag__S0 -8.068773e-08 -2.089043e-06 2.320680e-06 -3.518754e-06
flag__S1 -1.859405e-06 -9.081253e-06 -1.775760e-06 -2.004316e-06
flag__S2 -1.699142e-06 -6.644849e-06 -1.058203e-06 -3.154431e-06
flag__S3 -7.676772e-07 -1.121918e-05 -1.580051e-06 -1.437787e-06
flag__SF 7.475622e-08 -1.756117e-05 -1.664424e-07 1.231890e-07
flag__SH 2.331806e-06 -5.900949e-06 -2.448910e-06 -1.119574e-06
PC114 PC115 PC116 PC117 \
duration 1.453344e-09 -4.624814e-08 -2.518246e-08 6.355006e-08
src_bytes -5.142796e-09 7.300535e-08 -2.463628e-08 -2.941820e-08
dst_bytes -4.722976e-09 3.749971e-08 3.434388e-08 -3.332169e-08
land 4.637736e-08 -9.504198e-08 -2.437109e-09 -1.806218e-07
wrong_fragment 3.429176e-09 4.383176e-08 1.328432e-08 -9.498110e-09
urgent -1.531329e-10 -9.315466e-10 6.432421e-10 5.973686e-08
hot 1.244010e-09 -2.112256e-08 1.771285e-09 9.069106e-08
num_failed_logins 1.835634e-10 2.850450e-09 3.107959e-11 2.458329e-08
logged_in -7.165627e-09 7.334851e-08 -2.640015e-08 1.561438e-07
num_compromised 1.194166e-09 4.541549e-08 1.218479e-08 -9.918644e-07
root_shell 1.518467e-10 -1.166200e-07 -3.075953e-08 2.221941e-06
su_attempted -1.137463e-08 -5.168455e-07 -1.953945e-07 2.175183e-05
num_root -3.652825e-10 -1.025411e-08 2.683486e-09 -4.492801e-07
num_file_creations 3.744556e-10 9.142672e-09 3.548564e-09 7.857983e-08
num_shells -2.055880e-10 -1.945142e-09 -6.339087e-10 5.268010e-08
num_access_files -1.823279e-10 -1.425185e-09 -4.609449e-10 2.179413e-07
num_outbound_cmds 1.498973e-18 -4.020833e-19 -5.836896e-18 -3.700448e-18
is_host_login -3.754870e-09 -3.538928e-08 -1.386690e-05 2.805404e-03
is_guest_login -5.488192e-09 4.843731e-07 -3.002052e-08 -9.509473e-07
count -7.195039e-10 7.623566e-08 -2.465108e-07 7.628956e-08
srv_count 1.526198e-09 -4.831959e-08 1.371595e-07 -4.444247e-08
serror_rate -1.570841e-07 -2.976727e-06 -6.021905e-08 6.911761e-07
srv_serror_rate 1.072601e-07 1.870481e-06 1.057109e-08 -1.070851e-07
rerror_rate -1.174386e-07 2.813844e-06 2.626847e-07 -5.933583e-08
srv_rerror_rate 6.601094e-08 -1.323677e-06 -1.104914e-07 8.939047e-08
same_srv_rate -1.572978e-08 -5.711536e-09 -1.467815e-07 8.487591e-08
diff_srv_rate -6.787109e-09 5.098940e-08 -8.340042e-08 8.589585e-08
srv_diff_host_rate -4.011874e-11 1.598139e-08 -2.264504e-09 -1.141384e-08
dst_host_count 5.099705e-10 4.876125e-09 -4.437225e-09 -3.509304e-08
dst_host_srv_count -4.137913e-10 -2.055350e-08 -1.230482e-08 1.810282e-08
... ... ... ... ...
service__remote_job -4.306608e-10 4.545591e-06 -4.217384e-05 -2.005832e-07
service__rje 1.410730e-09 4.587061e-06 -4.214669e-05 -1.748050e-07
service__shell 3.196127e-08 4.228941e-06 -4.250536e-05 -7.038848e-08
service__smtp 2.299606e-08 4.602634e-06 -4.178073e-05 -1.513712e-07
service__sql_net 4.524063e-09 4.595708e-06 -4.191275e-05 -2.047378e-07
service__ssh 6.238026e-09 4.528759e-06 -4.185524e-05 -2.084496e-07
service__sunrpc 1.140250e-08 4.430499e-06 -4.184575e-05 -2.253140e-07
service__supdup 4.816470e-09 4.474317e-06 -4.179761e-05 -2.228259e-07
service__systat 4.145311e-09 4.529796e-06 -4.177672e-05 -2.231503e-07
service__telnet 1.758829e-08 4.582389e-06 -4.186889e-05 -7.002866e-07
service__tftp_u -8.491448e-08 1.422270e-05 -6.321833e-05 -5.253082e-07
service__tim_i -8.109819e-11 5.580727e-07 -4.521484e-06 5.063470e-08
service__time 7.677236e-09 4.462120e-06 -4.180312e-05 -2.339594e-07
service__urh_i -1.927064e-09 5.068571e-07 -4.315077e-06 -3.128591e-08
service__urp_i -3.944821e-09 3.250318e-07 -3.938899e-06 -1.222060e-07
service__uucp 9.445079e-09 4.539908e-06 -4.197463e-05 -1.872716e-07
service__uucp_path 4.654297e-09 4.522593e-06 -4.174795e-05 -2.239216e-07
service__vmnet 4.506068e-09 4.520673e-06 -4.175290e-05 -2.235098e-07
service__whois 4.237585e-09 4.521064e-06 -4.175450e-05 -2.201140e-07
flag__OTH -9.300796e-08 2.200035e-08 9.437973e-08 5.277526e-07
flag__REJ 5.942135e-08 -4.230114e-06 -5.125898e-07 1.656229e-07
flag__RSTO 4.328996e-08 -4.032709e-06 -3.452497e-07 2.156042e-07
flag__RSTOS0 -2.715424e-09 3.952298e-07 4.237958e-08 -2.806709e-07
flag__RSTR 3.895233e-08 -3.764107e-06 -2.881598e-07 3.769291e-07
flag__S0 2.765007e-10 2.838007e-06 1.392539e-07 1.822453e-07
flag__S1 7.481801e-09 1.934979e-06 1.108856e-07 -7.967496e-07
flag__S2 5.057413e-08 2.843437e-06 1.468659e-07 -8.811231e-07
flag__S3 -7.022148e-09 1.488996e-06 1.055420e-07 -3.489970e-07
flag__SF -9.357786e-08 -1.038099e-08 3.376866e-08 9.594898e-08
flag__SH -3.672669e-09 2.514662e-06 4.729241e-07 7.434375e-07
PC118 PC119 PC120 PC121 \
duration -3.639887e-31 -0.000000e+00 -0.000000e+00 0.000000e+00
src_bytes 1.100973e-30 -9.277722e-33 -1.136494e-32 1.297004e-32
dst_bytes 7.948719e-31 4.164600e-32 3.673046e-32 -1.801505e-33
land -3.614026e-31 7.458992e-31 -5.386538e-31 -1.367118e-31
wrong_fragment 1.246539e-31 -1.139256e-33 8.511596e-33 1.059016e-32
urgent -4.992083e-32 -8.927124e-33 -1.200811e-32 -1.934534e-33
hot 1.177511e-31 1.015826e-32 -6.843832e-33 -5.216687e-33
num_failed_logins 6.227261e-32 -8.918093e-34 -2.162072e-33 2.460933e-33
logged_in -4.777957e-30 1.113546e-32 4.422213e-32 2.932216e-32
num_compromised -3.761806e-32 -9.449836e-33 3.504970e-33 -4.931511e-33
root_shell 8.834858e-32 -1.266730e-32 -1.601553e-31 -7.812279e-32
su_attempted 6.121786e-31 -2.826494e-32 -2.131736e-31 1.611697e-32
num_root 7.812644e-32 2.126190e-32 1.767418e-32 1.523327e-32
num_file_creations -7.159741e-32 -6.597123e-33 -2.310363e-32 3.993399e-33
num_shells -4.465529e-32 -2.314111e-32 -1.414289e-32 -1.225044e-32
num_access_files -1.659951e-32 -4.865568e-33 1.802697e-32 -1.274741e-33
num_outbound_cmds 1.721455e-16 1.019117e-16 1.411262e-16 5.347783e-17
is_host_login 3.443826e-30 -7.975841e-31 1.457578e-30 -3.853022e-31
is_guest_login 4.003922e-31 -2.040865e-31 1.286024e-31 9.784968e-33
count -1.986251e-32 -8.387116e-33 5.591411e-33 4.193558e-33
srv_count 8.955594e-32 -1.118282e-32 -2.236564e-32 -8.212384e-33
serror_rate -4.224642e-31 -1.397853e-32 1.677423e-32 -4.193558e-33
srv_serror_rate -2.106177e-32 -4.193558e-32 -3.354846e-32 -1.118282e-32
rerror_rate -2.189639e-31 -2.655920e-32 -1.397853e-33 -2.376349e-32
srv_rerror_rate 2.497323e-31 1.258067e-32 2.096779e-32 1.677423e-32
same_srv_rate -1.890756e-31 -2.516135e-32 -1.397853e-32 -5.591411e-33
diff_srv_rate 4.012588e-33 5.591411e-33 2.236564e-32 8.387116e-33
srv_diff_host_rate 6.303821e-32 8.387116e-33 -2.795705e-33 2.096779e-32
dst_host_count -5.421171e-32 -5.591411e-33 -2.236564e-32 -4.892484e-33
dst_host_srv_count 6.486625e-33 -2.795705e-32 -2.236564e-32 -1.397853e-32
... ... ... ... ...
service__remote_job -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__rje -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__shell -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__smtp -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__sql_net -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__ssh -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__sunrpc -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__supdup -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__systat -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__telnet -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__tftp_u -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__tim_i -1.116395e-16 1.818735e-17 1.775585e-17 -7.167576e-17
service__time -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__urh_i -1.116395e-16 1.818735e-17 1.775585e-17 -7.167576e-17
service__urp_i -1.116395e-16 1.818735e-17 1.775585e-17 -7.167576e-17
service__uucp -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__uucp_path -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__vmnet -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
service__whois -5.511403e-17 1.536557e-17 -1.430782e-18 4.943168e-18
flag__OTH 9.135232e-17 3.428072e-17 -4.038339e-17 -5.053932e-18
flag__REJ 9.135232e-17 3.428072e-17 -4.038339e-17 -5.053932e-18
flag__RSTO 9.135232e-17 3.428072e-17 -4.038339e-17 -5.053932e-18
flag__RSTOS0 9.135232e-17 3.428072e-17 -4.038339e-17 -5.053932e-18
flag__RSTR 9.135232e-17 3.428072e-17 -4.038339e-17 -5.053932e-18
flag__S0 9.135232e-17 3.428072e-17 -4.038339e-17 -5.053932e-18
flag__S1 9.135232e-17 3.428072e-17 -4.038339e-17 -5.053932e-18
flag__S2 9.135232e-17 3.428072e-17 -4.038339e-17 -5.053932e-18
flag__S3 9.135232e-17 3.428072e-17 -4.038339e-17 -5.053932e-18
flag__SF 9.135232e-17 3.428072e-17 -4.038339e-17 -5.053932e-18
flag__SH 9.135232e-17 3.428072e-17 -4.038339e-17 -5.053932e-18
PC122
duration 0.000000e+00
src_bytes 5.001848e-32
dst_bytes 6.149434e-32
land -6.637345e-31
wrong_fragment 1.287733e-32
urgent -5.973696e-33
hot 4.772677e-33
num_failed_logins -1.942367e-33
logged_in -3.145352e-31
num_compromised 1.747556e-32
root_shell 1.255650e-33
su_attempted 4.400821e-32
num_root -1.540004e-32
num_file_creations 1.224028e-34
num_shells 2.909354e-32
num_access_files -8.911601e-33
num_outbound_cmds -7.698178e-17
is_host_login 6.897439e-31
is_guest_login 9.213930e-32
count -2.106041e-32
srv_count 2.895807e-32
serror_rate -3.948827e-33
srv_serror_rate 3.422317e-32
rerror_rate -1.776972e-32
srv_rerror_rate 1.382090e-32
same_srv_rate -1.184648e-32
diff_srv_rate 1.053021e-32
srv_diff_host_rate -1.316276e-32
dst_host_count 1.316276e-33
dst_host_srv_count 3.159062e-32
... ...
service__remote_job 1.603856e-17
service__rje 1.603856e-17
service__shell 1.603856e-17
service__smtp 1.603856e-17
service__sql_net 1.603856e-17
service__ssh 1.603856e-17
service__sunrpc 1.603856e-17
service__supdup 1.603856e-17
service__systat 1.603856e-17
service__telnet 1.603856e-17
service__tftp_u 1.603856e-17
service__tim_i 5.576076e-19
service__time 1.603856e-17
service__urh_i 5.576076e-19
service__urp_i 5.576076e-19
service__uucp 1.603856e-17
service__uucp_path 1.603856e-17
service__vmnet 1.603856e-17
service__whois 1.603856e-17
flag__OTH -2.401319e-17
flag__REJ -2.401319e-17
flag__RSTO -2.401319e-17
flag__RSTOS0 -2.401319e-17
flag__RSTR -2.401319e-17
flag__S0 -2.401319e-17
flag__S1 -2.401319e-17
flag__S2 -2.401319e-17
flag__S3 -2.401319e-17
flag__SF -2.401319e-17
flag__SH -2.401319e-17
[122 rows x 122 columns]
#Print out Eigenvectors
print('\nEigenvectors (Linear Coefficients):')
print(pd.DataFrame(eigvec,columns=PCs,index=colnames),'\n')
var_expln= pca.explained_variance_ratio_ * 100
eigval = -np.sort(-eigval) #descending
npc = 6 # display-1
print("Eigenvalues :",eigval[0:npc])
print("%Explained_Var:",var_expln[0:npc])
print("%Cumulative :",np.cumsum(var_expln[0:npc]))
print('\n')
Eigenvectors (Linear Coefficients):
PC1 PC2 PC3 PC4 \
duration -1.739660e-02 1.067489e-01 2.210299e-01 -0.103475
src_bytes -2.894212e-01 -8.724596e-02 3.596009e-02 0.100810
dst_bytes -2.637218e-01 -9.480473e-02 3.510963e-02 0.257932
land 1.845515e-05 -4.287476e-05 7.740959e-06 -0.000609
wrong_fragment -4.756608e-03 9.322007e-03 2.231306e-04 -0.036272
urgent -2.455074e-03 8.436211e-04 1.053374e-01 0.004332
hot -3.052172e-02 -6.276681e-03 5.326342e-02 0.053438
num_failed_logins -2.399929e-03 1.910104e-03 7.064852e-02 0.000834
logged_in -1.212942e-01 -4.407235e-02 1.486059e-02 0.092755
num_compromised -1.020603e-02 1.619481e-03 5.759762e-01 0.056171
root_shell -4.313181e-04 -1.070275e-05 1.280088e-02 0.001281
su_attempted -3.247828e-04 6.009603e-05 2.332981e-02 0.002308
num_root -1.120789e-02 1.733518e-03 5.538708e-01 0.044338
num_file_creations -5.908586e-03 4.504203e-04 1.445071e-01 0.012713
num_shells -2.256071e-03 1.259691e-04 5.846517e-02 -0.001508
num_access_files -7.020642e-03 1.138251e-03 4.816680e-01 0.049535
num_outbound_cmds 0.000000e+00 0.000000e+00 5.293956e-23 -0.000000
is_host_login -8.342225e-07 4.948830e-07 5.859062e-05 0.000007
is_guest_login -2.214251e-03 -3.628289e-04 4.295910e-03 0.004079
count 2.203796e-01 2.238572e-02 -5.524235e-02 0.130410
srv_count -4.294590e-02 -3.156791e-02 -6.472863e-02 0.084250
serror_rate 2.969347e-01 -2.028878e-01 7.685910e-03 -0.043617
srv_serror_rate 2.959141e-01 -2.054161e-01 7.400739e-03 -0.044012
rerror_rate 6.909710e-02 4.140126e-01 -2.870049e-02 0.082039
srv_rerror_rate 6.825135e-02 4.143555e-01 -2.873692e-02 0.085126
same_srv_rate -3.218255e-01 -1.038982e-02 1.294275e-02 -0.052766
diff_srv_rate 1.045419e-01 1.536132e-01 1.387648e-02 0.028769
srv_diff_host_rate -1.132659e-01 -1.161358e-03 -1.690398e-02 -0.366064
dst_host_count 1.951540e-01 -1.452987e-02 -1.126287e-02 0.307924
dst_host_srv_count -2.747877e-01 -8.455534e-02 -8.602572e-02 0.210665
... ... ... ... ...
service__remote_job 2.474734e-04 1.332687e-04 -1.490049e-05 0.000014
service__rje 2.668831e-04 1.557572e-04 -1.606952e-05 -0.000012
service__shell 2.002015e-04 -4.280055e-06 3.028627e-05 -0.000035
service__smtp -1.417202e-02 -4.574499e-03 2.449607e-03 -0.002347
service__sql_net 8.260588e-04 1.087828e-04 -6.406768e-05 0.000198
service__ssh 1.037592e-03 -5.581046e-05 -4.130823e-05 0.000032
service__sunrpc 1.345954e-03 -9.816357e-05 -9.613491e-05 0.000288
service__supdup 1.957913e-03 -3.163482e-04 -1.256946e-04 0.000351
service__systat 1.709125e-03 -1.366487e-04 -1.361825e-04 0.000392
service__telnet 3.052788e-03 -1.695778e-03 2.199145e-02 -0.001104
service__tftp_u 1.443774e-06 1.056884e-06 1.702870e-07 -0.000007
service__tim_i -1.036255e-05 2.779364e-07 2.844438e-06 -0.000046
service__time 1.938953e-03 -5.520202e-05 -1.633296e-04 0.000102
service__urh_i -5.173166e-06 3.257596e-06 2.923633e-06 -0.000026
service__urp_i 5.583253e-05 2.814152e-04 1.410087e-04 -0.000272
service__uucp 2.611423e-03 -1.439699e-04 -1.352967e-04 0.000437
service__uucp_path 2.462448e-03 -1.477094e-04 -2.155645e-04 0.000628
service__vmnet 2.212537e-03 -1.527494e-04 -1.884310e-04 0.000536
service__whois 2.477329e-03 -2.033889e-04 -1.924228e-04 0.000508
flag__OTH -1.260406e-06 1.013143e-04 4.048443e-05 -0.000216
flag__REJ 1.762503e-02 9.969153e-02 -1.428627e-02 0.028374
flag__RSTO 2.456684e-03 1.237019e-02 -1.378585e-03 0.006305
flag__RSTOS0 2.704941e-04 3.459002e-04 5.874616e-05 -0.000191
flag__RSTR 2.046166e-03 2.251370e-02 6.146545e-03 -0.007503
flag__S0 1.322813e-01 -9.118013e-02 1.126042e-03 -0.018172
flag__S1 -3.102275e-04 -6.034031e-04 1.489192e-03 0.000268
flag__S2 -1.545351e-04 -2.097629e-04 2.416802e-05 -0.000080
flag__S3 -5.062712e-05 -5.647700e-05 9.148002e-05 -0.000014
flag__SF -1.549052e-01 -4.284693e-02 6.164446e-03 -0.005961
flag__SH 7.421693e-04 -1.259377e-04 5.237493e-04 -0.002809
PC5 PC6 PC7 PC8 \
duration 0.124897 -4.697887e-01 9.622359e-02 -0.097832
src_bytes 0.092260 -1.602422e-01 -2.382730e-02 0.006649
dst_bytes -0.154888 -1.414838e-01 7.934344e-04 0.009342
land -0.000183 2.094795e-04 6.489572e-05 -0.000054
wrong_fragment 0.161530 -6.181307e-02 -1.373449e-01 0.119204
urgent 0.001444 6.395440e-03 4.204891e-01 0.538933
hot -0.026436 -3.283461e-01 9.487381e-02 -0.211962
num_failed_logins -0.001675 -1.944083e-02 4.560629e-01 0.519537
logged_in -0.122430 -7.225906e-02 -1.799048e-02 0.011057
num_compromised -0.002646 1.495916e-01 -4.206132e-02 0.012502
root_shell -0.000335 3.143536e-03 6.308196e-04 -0.001759
su_attempted -0.000149 7.357261e-03 -4.135906e-03 0.001672
num_root 0.000072 1.660066e-01 -7.296209e-02 0.021757
num_file_creations 0.003506 -1.226445e-01 4.909308e-01 -0.318848
num_shells 0.000257 -3.424403e-02 4.085018e-01 -0.429474
num_access_files -0.002139 1.754455e-01 -2.069709e-01 -0.063672
num_outbound_cmds -0.000000 -5.421011e-20 -1.110223e-16 0.000000
is_host_login 0.000002 6.371939e-06 -1.404399e-05 0.000005
is_guest_login -0.001706 -3.012594e-02 7.353103e-03 -0.017185
count 0.367092 2.308893e-01 6.576536e-02 -0.042978
srv_count 0.617831 2.924416e-01 1.192063e-01 -0.088660
serror_rate -0.097085 2.015698e-02 2.195341e-02 -0.016720
srv_serror_rate -0.100000 2.231925e-02 2.525658e-02 -0.020403
rerror_rate -0.110334 1.068469e-01 5.512670e-02 -0.041836
srv_rerror_rate -0.109132 1.032871e-01 5.237175e-02 -0.039807
same_srv_rate 0.062172 -3.087246e-02 2.202347e-02 -0.022164
diff_srv_rate 0.087478 -2.114708e-01 -2.371048e-01 0.206799
srv_diff_host_rate -0.139284 1.500753e-01 -8.876484e-03 -0.001118
dst_host_count 0.254404 -8.872581e-02 -1.694032e-02 0.009795
dst_host_srv_count -0.026796 1.728914e-01 5.942345e-03 0.013827
... ... ... ... ...
service__remote_job -0.000065 7.161177e-05 3.464858e-05 -0.000029
service__rje -0.000104 9.109435e-05 4.503601e-05 -0.000037
service__shell -0.000070 -8.139253e-05 -3.958466e-05 0.000025
service__smtp -0.018118 -2.009450e-02 -1.224475e-02 0.007883
service__sql_net -0.000304 3.164496e-04 1.814355e-04 -0.000151
service__ssh -0.000357 3.317627e-04 2.367749e-04 -0.000193
service__sunrpc -0.000296 5.801492e-04 3.704846e-04 -0.000303
service__supdup -0.000511 7.824329e-04 4.744103e-04 -0.000384
service__systat -0.000385 8.164937e-04 4.783794e-04 -0.000385
service__telnet -0.004848 -5.375535e-03 1.620801e-02 -0.004304
service__tftp_u 0.000002 -4.660439e-06 -7.086451e-06 0.000006
service__tim_i 0.000017 -1.577970e-05 -9.181326e-06 0.000004
service__time -0.000685 1.029342e-03 6.028842e-04 -0.000488
service__urh_i 0.000024 -3.646328e-05 -3.283609e-05 0.000025
service__urp_i 0.002183 -3.027715e-03 -3.355194e-03 0.002754
service__uucp -0.001744 7.375034e-04 5.987986e-04 -0.000523
service__uucp_path -0.000558 1.282280e-03 7.627728e-04 -0.000617
service__vmnet -0.000507 1.142491e-03 6.877115e-04 -0.000557
service__whois -0.000640 1.184976e-03 6.980269e-04 -0.000562
flag__OTH 0.000110 -3.078708e-04 -1.325021e-04 0.000068
flag__REJ -0.034579 5.082184e-02 7.029575e-03 -0.003334
flag__RSTO -0.004756 7.420783e-03 4.977185e-03 -0.003032
flag__RSTOS0 0.000134 -3.761898e-04 -2.208896e-04 0.000164
flag__RSTR 0.003582 -2.322861e-02 5.404446e-03 -0.006691
flag__S0 -0.043394 1.406733e-02 1.170610e-02 -0.009195
flag__S1 -0.001619 -4.421875e-04 7.659350e-04 -0.000642
flag__S2 -0.000578 -1.858614e-04 4.929678e-05 -0.000146
flag__S3 -0.000130 -1.895134e-04 1.064979e-04 -0.000093
flag__SF 0.080552 -4.492719e-02 -2.847769e-02 0.022078
flag__SH 0.000677 -2.652528e-03 -1.207956e-03 0.000823
PC9 PC10 PC11 PC12 \
duration -1.475646e-01 -1.776235e-01 -3.953497e-01 6.318200e-02
src_bytes -3.662086e-02 2.319129e-02 7.253685e-02 -1.458235e-02
dst_bytes -7.041060e-02 6.410670e-02 -2.525859e-02 -1.438495e-03
land -9.178608e-05 -2.053228e-05 9.742041e-05 -2.760141e-05
wrong_fragment 8.537512e-01 -2.755720e-01 1.262873e-01 -3.740992e-02
urgent -1.430811e-02 -2.939106e-02 1.300266e-01 6.897040e-01
hot -2.530663e-01 -4.948591e-01 6.344827e-01 -5.932719e-02
num_failed_logins -1.750267e-02 -3.798667e-02 1.141373e-02 -6.884177e-01
logged_in -1.430416e-02 3.544839e-02 1.689112e-02 -5.256847e-04
num_compromised -1.512717e-03 -5.908590e-03 2.574361e-02 4.959352e-03
root_shell 9.433157e-04 1.350034e-03 2.128334e-03 7.153507e-04
su_attempted -5.546880e-04 -8.267407e-04 1.170567e-03 -4.156834e-04
num_root 1.172370e-02 1.123351e-02 5.811620e-02 1.343417e-02
num_file_creations 1.490914e-01 1.997941e-01 -2.148619e-01 -1.017051e-01
num_shells 2.733505e-01 3.838733e-01 3.006954e-01 9.157741e-02
num_access_files -1.382999e-02 -1.364213e-02 1.244466e-02 -7.964933e-02
num_outbound_cmds -1.387779e-17 4.163336e-17 -1.665335e-16 2.775558e-17
is_host_login -8.180429e-07 1.569275e-06 -6.678412e-07 4.605466e-06
is_guest_login -2.333604e-02 -4.568626e-02 5.564677e-02 -5.736030e-03
count -1.467849e-01 4.280047e-02 1.284551e-01 -2.863856e-02
srv_count -1.532876e-01 -7.089161e-02 3.353655e-02 -1.024420e-02
serror_rate -1.532774e-02 -2.153415e-02 -4.566454e-02 9.459768e-03
srv_serror_rate -2.571625e-02 -2.341375e-02 -5.083581e-02 1.162524e-02
rerror_rate -1.520261e-02 -7.554063e-02 -3.563278e-02 5.324906e-03
srv_rerror_rate -1.766168e-02 -6.933956e-02 -2.917638e-02 4.027882e-03
same_srv_rate 2.666235e-02 -8.698584e-02 -9.783827e-02 2.118273e-02
diff_srv_rate -7.513031e-02 5.634088e-01 3.421103e-01 -8.201184e-02
srv_diff_host_rate -4.359767e-02 8.225650e-02 1.810666e-01 -5.558336e-02
dst_host_count 3.319701e-02 -2.257612e-02 -6.224859e-02 3.580703e-03
dst_host_srv_count -1.473984e-02 9.008361e-02 -1.013525e-01 1.346013e-02
... ... ... ... ...
service__remote_job -5.301675e-05 -2.845501e-05 4.550414e-06 4.921572e-06
service__rje -4.650564e-05 -5.133290e-05 3.168868e-06 5.082226e-06
service__shell -1.614189e-05 5.222494e-05 -4.385748e-05 1.435953e-05
service__smtp 1.075172e-03 1.771594e-02 1.237506e-02 -4.579714e-03
service__sql_net -7.767935e-05 -2.834815e-04 -4.997530e-05 1.880441e-05
service__ssh -1.932170e-04 -3.125808e-04 -7.976830e-05 2.454229e-05
service__sunrpc -2.398154e-04 -5.162765e-04 -7.448113e-05 2.418054e-05
service__supdup -3.287510e-04 -6.174090e-04 -4.305075e-05 1.772523e-05
service__systat -3.396131e-04 -6.022295e-04 3.504234e-05 3.389665e-07
service__telnet 1.595925e-03 1.226976e-03 -1.054764e-02 -4.884175e-03
service__tftp_u 7.579336e-06 6.538441e-06 1.216337e-05 -1.919654e-06
service__tim_i 9.334600e-06 -7.155892e-06 2.783922e-06 3.877459e-06
service__time -2.696657e-04 -9.295585e-04 -1.201026e-04 6.027345e-05
service__urh_i 1.875589e-05 3.743218e-05 3.367121e-05 -5.107691e-06
service__urp_i 6.268863e-04 5.928727e-03 5.443750e-03 -1.247557e-03
service__uucp 2.442046e-04 -1.480831e-03 -7.161983e-04 1.780604e-04
service__uucp_path -4.707808e-04 -1.022102e-03 5.252656e-06 1.149175e-05
service__vmnet -4.278440e-04 -9.259516e-04 -3.709049e-06 1.430008e-05
service__whois -4.589831e-04 -9.088959e-04 4.110451e-05 2.796930e-06
flag__OTH 7.288534e-05 -5.791154e-06 -6.025285e-05 5.918937e-05
flag__REJ 3.453764e-04 4.419227e-03 3.133049e-02 -6.459743e-03
flag__RSTO 8.368957e-04 -8.421088e-03 -2.413204e-04 -1.090581e-03
flag__RSTOS0 -1.860745e-04 4.941114e-04 4.736653e-05 -2.165309e-06
flag__RSTR -6.225904e-03 -1.894551e-02 -4.197542e-02 9.121270e-03
flag__S0 -1.140933e-02 -1.284537e-02 -1.975660e-02 4.636141e-03
flag__S1 2.812877e-04 9.491362e-04 -8.424722e-04 -1.791124e-04
flag__S2 -2.757106e-04 -2.755619e-04 2.637487e-04 4.801038e-06
flag__S3 -1.716329e-05 1.508460e-05 -1.950819e-04 5.065949e-06
flag__SF 1.657345e-02 3.320258e-02 3.366128e-02 -6.845644e-03
flag__SH 4.288073e-06 1.413186e-03 -2.231741e-03 7.507778e-04
PC13 PC14 PC15 PC16 \
duration 1.619458e-01 1.976057e-01 2.900404e-01 -3.445942e-02
src_bytes -3.694228e-02 2.317586e-02 -1.844674e-01 -2.209681e-01
dst_bytes -1.222113e-02 2.121971e-03 3.498007e-01 -5.176463e-02
land -8.772779e-05 -1.366257e-04 5.514882e-04 1.812298e-04
wrong_fragment -1.054838e-01 -1.333275e-02 2.239791e-01 -8.869781e-02
urgent -7.788370e-02 1.890149e-02 2.067477e-02 9.569242e-02
hot -1.126971e-01 -8.280493e-02 8.345386e-02 7.716777e-02
num_failed_logins 1.923178e-01 5.190498e-03 4.295296e-03 3.038621e-02
logged_in -9.444193e-03 -2.387636e-02 2.132095e-02 -1.244894e-01
num_compromised 1.821113e-02 -3.488964e-04 1.183835e-02 -1.600773e-01
root_shell 2.012724e-03 -7.744073e-04 5.886758e-04 -2.475893e-03
su_attempted 5.372234e-04 -2.451019e-04 1.217073e-04 -3.818727e-03
num_root 3.165363e-02 -3.502276e-02 -1.538023e-01 -2.962097e-01
num_file_creations -6.910836e-01 -8.234840e-02 -6.759172e-02 4.002171e-02
num_shells 5.614283e-01 5.291563e-02 2.790695e-02 4.282393e-02
num_access_files -1.246430e-02 2.232041e-02 1.252834e-01 5.222928e-01
num_outbound_cmds -2.220446e-16 1.110223e-16 -2.775558e-17 -5.551115e-17
is_host_login 1.241618e-05 3.142414e-07 -1.359793e-05 -1.130412e-04
is_guest_login -8.550553e-03 -6.856039e-03 7.627034e-03 8.806084e-03
count -8.733173e-02 -1.880174e-02 2.703986e-01 -2.699748e-01
srv_count -2.913963e-02 -2.014802e-02 1.535086e-01 -1.064315e-01
serror_rate 1.843844e-02 -3.247448e-02 1.470356e-01 -5.089236e-02
srv_serror_rate 2.259506e-02 -3.506752e-02 1.377039e-01 -4.417153e-02
rerror_rate 1.394956e-02 1.625658e-02 2.218743e-02 -1.796495e-02
srv_rerror_rate 1.054157e-02 2.105757e-02 2.595866e-02 -2.008234e-02
same_srv_rate 5.715532e-02 -3.085675e-02 4.467223e-02 1.322584e-02
diff_srv_rate -1.919663e-01 -7.763014e-02 1.934385e-02 6.724718e-02
srv_diff_host_rate -1.806910e-01 8.060060e-01 1.659921e-01 -1.547405e-01
dst_host_count 1.133087e-02 3.731733e-01 -1.143333e-01 4.798703e-01
dst_host_srv_count 2.077392e-02 -2.037802e-02 3.051927e-01 1.253246e-01
... ... ... ... ...
service__remote_job 2.410824e-06 -5.397463e-05 9.554778e-05 -7.560071e-05
service__rje 1.385728e-06 -1.162684e-04 1.561861e-04 1.418987e-05
service__shell 3.995208e-05 2.795392e-05 -1.143791e-04 2.285219e-05
service__smtp -1.403665e-02 8.919246e-02 -2.823228e-02 -6.145790e-02
service__sql_net 2.867995e-05 2.480660e-04 -3.011229e-04 1.476107e-05
service__ssh 3.224006e-05 -9.220234e-05 3.981571e-04 -2.076347e-04
service__sunrpc 1.895179e-05 3.839792e-04 9.102022e-05 -5.368200e-04
service__supdup -1.245604e-05 4.805619e-04 1.133431e-04 -5.861627e-04
service__systat -6.031385e-05 4.535528e-04 1.431325e-04 -8.064627e-04
service__telnet -8.531803e-03 -5.489049e-03 5.469033e-03 -4.710105e-03
service__tftp_u -2.937557e-06 -1.162086e-05 -6.202185e-05 3.732664e-06
service__tim_i 1.665989e-05 -6.971773e-05 -2.214558e-04 -5.814910e-05
service__time 1.207170e-04 -4.329517e-04 -2.967525e-04 -1.104044e-03
service__urh_i -5.065360e-06 -3.131636e-05 -2.343300e-04 5.115503e-05
service__urp_i -2.608144e-03 1.233038e-03 -1.725110e-02 7.544789e-03
service__uucp 4.626351e-04 1.075326e-03 -2.625261e-03 1.673493e-03
service__uucp_path -6.819664e-05 7.360035e-04 2.117305e-04 -1.189257e-03
service__vmnet -5.277507e-05 6.118739e-04 2.470603e-04 -1.198286e-03
service__whois -8.340901e-05 5.487618e-04 3.044396e-04 -1.037149e-03
flag__OTH 1.683720e-04 -2.992028e-04 -2.850021e-04 8.221144e-05
flag__REJ -2.065256e-02 -1.206362e-02 6.436258e-03 -4.427335e-03
flag__RSTO -5.808088e-05 4.797678e-03 -1.232283e-02 1.727871e-04
flag__RSTOS0 3.538794e-05 -1.434435e-04 -6.224606e-04 1.655382e-04
flag__RSTR 2.477815e-02 1.143775e-02 1.423555e-02 -1.572652e-03
flag__S0 1.032304e-02 -8.857593e-03 5.667814e-02 -1.226419e-02
flag__S1 -1.986909e-03 -2.097689e-03 1.003137e-03 -4.757170e-03
flag__S2 -4.454658e-06 5.989935e-05 1.034910e-03 -9.104978e-04
flag__S3 -1.281683e-04 -1.144441e-04 -3.039874e-05 -4.964104e-04
flag__SF -1.438599e-02 1.111163e-02 -6.916142e-02 2.605466e-02
flag__SH 1.911210e-03 -3.830963e-03 3.034128e-03 -2.046934e-03
PC17 PC18 PC19 PC20 \
duration -5.474781e-02 7.766761e-02 4.672192e-01 -5.196113e-02
src_bytes 1.516167e-01 -2.682449e-01 1.049375e-01 3.019955e-01
dst_bytes -5.791575e-02 -6.561895e-02 7.758245e-02 1.065237e-01
land -3.157502e-04 6.478227e-05 1.078938e-04 2.296882e-04
wrong_fragment 3.398661e-02 9.284994e-02 1.176027e-01 8.341304e-02
urgent 1.046074e-01 -2.002634e-02 5.751803e-03 1.562782e-03
hot -8.536115e-03 1.908239e-01 -1.562056e-01 -1.477969e-02
num_failed_logins 4.413445e-02 2.253297e-03 -2.589711e-02 3.505743e-03
logged_in 6.183304e-02 -9.459846e-02 -3.948671e-03 2.467859e-01
num_compromised -2.330774e-01 8.163034e-02 3.824119e-02 -7.597529e-03
root_shell -3.349973e-03 1.785097e-03 2.072647e-04 3.578401e-04
su_attempted -5.852280e-03 2.823051e-03 -9.683712e-04 -1.012167e-04
num_root -3.137545e-01 1.032615e-01 -1.461982e-01 6.669759e-03
num_file_creations 3.312682e-02 3.810024e-02 -9.047281e-02 -3.726547e-03
num_shells 3.685456e-02 -3.011798e-02 1.294730e-02 1.239138e-03
num_access_files 5.963454e-01 -1.517165e-01 2.173707e-02 7.242068e-03
num_outbound_cmds 1.110223e-16 2.775558e-16 2.775558e-17 -1.110223e-16
is_host_login -1.434596e-04 1.542614e-05 -3.907862e-05 -3.155074e-06
is_guest_login -1.675157e-03 1.558438e-02 -1.143137e-02 -7.435667e-03
count 1.126557e-01 -1.415204e-01 1.080157e-01 3.087272e-01
srv_count 2.529000e-02 -5.008278e-02 5.213994e-02 -2.340109e-01
serror_rate 3.372416e-02 9.258231e-02 -5.363304e-02 8.781106e-03
srv_serror_rate 3.158404e-02 9.361393e-02 -4.948895e-02 2.109071e-03
rerror_rate 2.139129e-02 6.867999e-02 2.434320e-02 -1.991337e-03
srv_rerror_rate 2.187898e-02 6.843138e-02 2.716822e-02 6.141681e-03
same_srv_rate -2.467810e-02 -5.003996e-02 -2.191300e-01 -1.999483e-01
diff_srv_rate -2.041193e-02 3.324483e-01 3.348286e-01 -6.784681e-02
srv_diff_host_rate 5.909008e-02 3.235620e-02 -9.681657e-02 -3.525522e-03
dst_host_count -4.037887e-01 -7.561192e-03 -1.600276e-01 4.145031e-01
dst_host_srv_count -8.527595e-02 3.259705e-01 -1.445967e-01 8.211355e-02
... ... ... ... ...
service__remote_job -2.273166e-06 -2.591018e-04 -1.425375e-04 3.220317e-04
service__rje -1.364346e-04 -4.330289e-04 -1.867431e-04 2.250778e-04
service__shell -2.467806e-05 1.196781e-04 -1.380161e-04 -1.066208e-04
service__smtp 4.228533e-02 -1.076612e-01 5.247897e-03 -1.766971e-02
service__sql_net 3.053598e-05 -7.025880e-05 2.913439e-04 7.927843e-04
service__ssh -1.580655e-04 -9.226986e-04 4.385156e-04 1.018800e-03
service__sunrpc 2.324151e-04 -6.753403e-04 6.837499e-04 2.092531e-03
service__supdup 2.512252e-04 -5.760228e-04 1.207996e-03 2.606594e-03
service__systat 3.777742e-04 -7.391013e-04 1.353418e-03 2.897233e-03
service__telnet -1.654609e-02 -7.277451e-03 2.792866e-02 -1.435332e-02
service__tftp_u 1.002902e-05 -2.213708e-05 4.539175e-05 -1.323771e-04
service__tim_i 1.245107e-04 -1.538854e-05 3.049306e-05 -1.142109e-04
service__time 6.907392e-04 -1.532217e-03 1.800057e-03 8.009110e-05
service__urh_i 1.304361e-05 -5.481769e-05 4.852351e-05 -2.295471e-04
service__urp_i -2.814958e-03 5.269064e-04 1.500761e-02 -4.303431e-03
service__uucp -7.389092e-04 1.331215e-04 9.065822e-04 -8.974899e-04
service__uucp_path 5.120231e-04 -1.293665e-03 1.820265e-03 4.486480e-03
service__vmnet 5.518835e-04 -1.246316e-03 1.574220e-03 4.009911e-03
service__whois 3.363710e-04 -1.413120e-03 1.830869e-03 3.967286e-03
flag__OTH 1.557076e-04 -4.455160e-04 -2.194479e-03 -6.051127e-04
flag__REJ 9.022578e-04 1.244441e-02 1.511446e-02 -8.546182e-03
flag__RSTO -2.005295e-04 -6.457116e-03 1.153742e-02 6.807078e-03
flag__RSTOS0 4.334085e-04 1.689102e-03 9.083396e-04 1.187753e-03
flag__RSTR 6.153836e-03 1.697800e-02 -1.858486e-02 -2.939342e-04
flag__S0 1.137591e-02 4.136392e-02 1.855676e-04 -2.497281e-03
flag__S1 -5.347035e-04 6.884671e-04 -2.984740e-03 4.154644e-04
flag__S2 7.584761e-04 1.302394e-03 -7.994703e-04 1.247480e-04
flag__S3 2.754736e-04 -1.836270e-05 1.332088e-04 1.334016e-04
flag__SF -2.283719e-02 -6.844724e-02 1.728370e-02 6.206618e-03
flag__SH 3.517352e-03 9.019435e-04 -2.059915e-02 -2.932553e-03
PC21 PC22 PC23 PC24 \
duration -5.963177e-02 -1.501634e-01 1.387320e-01 4.577979e-02
src_bytes -3.032503e-01 7.066063e-02 2.144328e-01 4.080324e-01
dst_bytes 2.536812e-01 4.135812e-02 -5.662176e-01 -8.501845e-02
land -9.772394e-04 2.261577e-04 -3.649994e-04 -3.982241e-05
wrong_fragment -5.515598e-02 -7.606496e-03 -3.988600e-03 -4.347397e-02
urgent -1.158027e-02 -1.935875e-02 -6.138864e-05 7.504897e-04
hot 7.949786e-03 -1.026915e-02 4.811037e-02 1.072648e-02
num_failed_logins -2.844446e-03 -1.461470e-02 2.095224e-03 2.157171e-03
logged_in -8.623556e-02 1.609225e-02 -8.046814e-02 -4.361706e-02
num_compromised 1.858714e-01 6.942300e-01 1.653485e-01 8.530098e-03
root_shell 2.655083e-03 6.055098e-03 -1.074603e-03 -1.425312e-04
su_attempted 2.954830e-03 9.953236e-03 1.405488e-03 6.324316e-04
num_root -1.451187e-01 -6.036244e-01 -1.395341e-01 6.231071e-04
num_file_creations 1.175074e-02 -1.414838e-02 2.780722e-04 -5.824980e-03
num_shells -8.506902e-03 -4.758714e-03 1.286987e-03 9.919023e-04
num_access_files -4.051546e-02 -1.017711e-01 -1.849754e-02 -6.076177e-03
num_outbound_cmds -1.890849e-16 2.220446e-16 1.535230e-16 2.775558e-17
is_host_login 2.750528e-05 1.047083e-04 1.335747e-06 -2.268169e-05
is_guest_login 3.977860e-03 -6.655157e-03 -9.497487e-05 -1.324860e-02
count 3.350646e-01 -1.644997e-01 2.336093e-01 1.236381e-02
srv_count -3.298035e-01 1.238398e-01 -3.160815e-01 -6.691984e-02
serror_rate -1.492340e-01 2.751885e-02 1.299171e-02 5.624730e-02
srv_serror_rate -1.540518e-01 2.763929e-02 1.643409e-03 5.241747e-02
rerror_rate -1.391695e-01 4.199509e-02 -3.575632e-02 2.366410e-02
srv_rerror_rate -1.458986e-01 4.609042e-02 -4.913127e-02 4.657237e-02
same_srv_rate -3.944785e-01 1.182941e-01 6.903915e-02 -1.996301e-01
diff_srv_rate -2.220696e-01 2.862102e-02 -1.415536e-02 -3.624114e-02
srv_diff_host_rate -2.873990e-02 1.126458e-03 -3.482430e-02 -6.588503e-03
dst_host_count -1.286105e-01 4.791657e-02 -3.638636e-02 -2.093181e-02
dst_host_srv_count -7.421443e-02 -7.953026e-02 2.581657e-01 1.586210e-01
... ... ... ... ...
service__remote_job 1.779737e-04 -5.734398e-05 4.360115e-04 -1.583952e-03
service__rje -7.902231e-05 1.336279e-05 4.113991e-04 -1.705903e-03
service__shell -5.454600e-04 1.150529e-05 -2.567426e-05 -1.392017e-03
service__smtp -5.884753e-02 3.430756e-02 1.075346e-03 1.049842e-01
service__sql_net 3.364538e-04 -1.346094e-04 1.028574e-03 -4.966459e-03
service__ssh 4.738860e-04 -4.700170e-04 1.634829e-03 -6.068734e-03
service__sunrpc 2.191463e-03 -1.170289e-03 3.158355e-03 -7.707976e-03
service__supdup 2.339905e-03 -1.433859e-03 4.361044e-03 -1.048275e-02
service__systat 3.161798e-03 -1.704313e-03 4.313285e-03 -8.904869e-03
service__telnet -1.237273e-02 4.844423e-02 -9.742515e-03 -4.683010e-02
service__tftp_u 1.927415e-04 -5.207490e-05 -5.848628e-06 -1.077525e-04
service__tim_i 1.061447e-04 4.826946e-05 1.356671e-04 -3.201687e-05
service__time 5.640184e-03 -2.674677e-03 6.410286e-03 -1.569564e-02
service__urh_i 3.860543e-05 4.551863e-05 1.252288e-04 -3.747478e-04
service__urp_i -1.195235e-03 2.077855e-03 4.414839e-03 -1.270971e-02
service__uucp -2.958769e-03 1.623011e-03 -1.829073e-03 -1.741866e-02
service__uucp_path 5.089923e-03 -2.674279e-03 6.825371e-03 -1.296653e-02
service__vmnet 4.784611e-03 -2.459758e-03 6.190191e-03 -1.148986e-02
service__whois 4.320126e-03 -2.419739e-03 6.404482e-03 -1.306351e-02
flag__OTH 1.050432e-03 4.303858e-04 -6.894170e-04 -1.808362e-03
flag__REJ -1.154028e-03 -1.813872e-03 5.578695e-02 3.549827e-02
flag__RSTO 1.379678e-02 -2.004295e-03 -8.051082e-03 -3.009598e-02
flag__RSTOS0 -6.644161e-04 6.496897e-04 -3.185130e-03 2.435396e-03
flag__RSTR -5.970539e-02 1.769776e-02 -5.755992e-02 4.838288e-03
flag__S0 -5.420618e-02 -2.746060e-03 2.314226e-02 1.095905e-02
flag__S1 -7.072119e-03 5.495966e-03 -5.563897e-03 2.321741e-03
flag__S2 -3.555323e-03 9.353838e-05 2.630499e-03 2.440105e-03
flag__S3 -1.328313e-03 3.436002e-04 5.717030e-04 1.070174e-03
flag__SF 1.184271e-01 -2.650532e-02 2.250075e-03 -2.716707e-02
flag__SH -5.588561e-03 8.358607e-03 -9.332036e-03 -4.916033e-04
PC25 PC26 PC27 PC28 \
duration 2.675653e-03 -1.481605e-01 3.584949e-02 -1.762448e-02
src_bytes 1.789499e-01 2.805340e-01 -1.327188e-01 2.707430e-01
dst_bytes 8.741241e-02 3.591868e-01 3.199534e-02 -3.182143e-02
land 5.898803e-04 2.126276e-03 1.853502e-03 -3.084249e-04
wrong_fragment -1.567618e-02 5.375289e-02 -3.207139e-02 -1.233750e-02
urgent 2.972799e-04 1.819036e-04 2.539552e-04 -2.886126e-05
hot -5.150779e-03 -2.676390e-02 -2.671211e-02 -5.664907e-03
num_failed_logins 1.317123e-03 -1.670952e-03 -1.643573e-03 1.237294e-03
logged_in -9.873371e-04 -1.260449e-01 4.337667e-02 -1.891346e-01
num_compromised -1.135468e-02 -4.179385e-02 -1.873586e-02 1.301032e-04
root_shell 7.761961e-04 2.270702e-03 1.661931e-03 2.186926e-05
su_attempted 1.204478e-03 8.638057e-04 -7.792272e-04 6.163687e-04
num_root 9.309096e-03 3.630041e-02 4.343578e-03 3.689969e-03
num_file_creations -8.593432e-03 -6.308898e-03 -6.519413e-03 -1.299227e-03
num_shells 9.735787e-04 -1.232427e-03 -1.897185e-03 1.056485e-03
num_access_files -1.381921e-03 3.886582e-03 3.161078e-03 1.698461e-03
num_outbound_cmds 1.379105e-16 -5.551115e-17 5.551115e-17 2.151057e-16
is_host_login -1.289551e-05 3.214146e-06 -1.503617e-05 1.620976e-05
is_guest_login -5.999310e-03 -1.866522e-02 -2.340909e-03 -3.032049e-02
count -3.177164e-01 2.542839e-02 2.152001e-01 -9.766737e-02
srv_count 2.215069e-01 -9.149488e-02 -1.225419e-01 4.732792e-02
serror_rate 8.603960e-02 1.320837e-01 -7.547416e-03 3.942378e-02
srv_serror_rate 1.050024e-01 1.256662e-01 3.245178e-02 5.686993e-03
rerror_rate -1.713370e-01 1.264961e-01 -9.548875e-02 -7.208218e-04
srv_rerror_rate -2.524382e-01 1.660439e-01 -1.418792e-01 7.802016e-02
same_srv_rate -2.584559e-01 6.669366e-02 4.645446e-01 -1.668151e-01
diff_srv_rate 5.043743e-02 8.296645e-03 1.239583e-01 -7.782630e-02
srv_diff_host_rate 7.205661e-03 -3.464605e-02 -1.626563e-02 6.861361e-02
dst_host_count -1.144941e-02 6.087207e-02 1.249975e-01 2.071539e-02
dst_host_srv_count 2.370864e-02 -1.882032e-01 -5.075692e-01 -3.097767e-01
... ... ... ... ...
service__remote_job -6.823892e-04 1.366721e-03 -1.248163e-03 -5.613948e-05
service__rje -3.815686e-04 1.480499e-03 -1.566342e-03 6.484213e-05
service__shell 1.251407e-03 7.696113e-04 -9.586205e-04 1.157728e-04
service__smtp 6.182463e-02 1.745789e-01 8.967177e-03 -5.676255e-01
service__sql_net 2.144463e-03 3.312203e-03 -3.215543e-03 -1.112163e-04
service__ssh 3.240763e-04 4.664493e-03 -3.653065e-03 -6.623749e-04
service__sunrpc 5.618202e-04 5.066150e-03 -3.534128e-03 -1.994660e-03
service__supdup 1.102736e-03 7.457587e-03 -6.106106e-03 -4.702532e-04
service__systat -1.032530e-03 6.769450e-03 -5.066781e-03 -6.226277e-04
service__telnet 2.014799e-02 4.187605e-02 2.617240e-02 -3.079050e-02
service__tftp_u -1.149950e-05 -1.902261e-04 -3.018416e-04 8.885932e-05
service__tim_i -2.688055e-05 -9.776876e-06 1.290176e-04 5.075009e-04
service__time -2.911814e-03 4.671197e-03 5.660759e-03 -5.199162e-03
service__urh_i -1.863849e-04 -4.710707e-04 1.744452e-05 1.595276e-04
service__urp_i 7.228647e-03 -2.680518e-02 -1.497283e-02 2.455911e-02
service__uucp 1.611366e-02 9.976391e-03 -2.291414e-02 3.406038e-03
service__uucp_path -7.073638e-05 9.537614e-03 -6.189947e-03 -1.375717e-03
service__vmnet -3.575216e-04 8.585791e-03 -5.671478e-03 -1.046542e-03
service__whois -6.966153e-04 9.851454e-03 -7.884655e-03 -5.398526e-04
flag__OTH 1.832363e-03 -3.252243e-03 2.632193e-03 -2.995950e-03
flag__REJ 2.434823e-02 -4.737995e-03 -4.836043e-03 8.480647e-02
flag__RSTO 1.643175e-03 2.691085e-02 -4.210364e-02 -2.427257e-02
flag__RSTOS0 -3.246756e-03 1.666377e-03 -3.664123e-03 -2.477513e-04
flag__RSTR -1.021019e-01 2.349147e-02 6.495391e-03 -4.711647e-02
flag__S0 2.714774e-02 1.175947e-02 1.097911e-02 -4.449952e-03
flag__S1 1.180320e-02 2.202773e-02 2.350135e-03 2.731778e-03
flag__S2 2.506642e-03 2.796544e-03 -4.202185e-04 1.392450e-03
flag__S3 1.156736e-03 2.101346e-03 5.589567e-04 3.195418e-04
flag__SF 3.690218e-02 -9.013639e-02 2.824139e-02 -7.970972e-03
flag__SH -1.991570e-03 7.372836e-03 -2.331451e-04 -2.196568e-03
PC29 PC30 PC31 PC32 \
duration 6.187862e-03 -5.027145e-02 3.256220e-02 -3.453137e-03
src_bytes 7.497939e-02 1.444625e-01 -1.094572e-01 4.686394e-02
dst_bytes -1.831970e-02 1.069901e-01 -7.170124e-02 1.523969e-01
land -2.689377e-03 -1.814166e-04 -9.445782e-04 -2.240737e-03
wrong_fragment -2.702738e-03 -3.579491e-02 2.446841e-02 1.984671e-02
urgent -7.248549e-04 1.067829e-03 -5.446565e-04 2.931901e-04
hot -3.349512e-03 -1.495943e-02 8.152185e-03 -1.748355e-02
num_failed_logins 3.118956e-04 -1.149981e-04 4.740784e-03 -2.918457e-03
logged_in -1.930206e-01 -2.496093e-01 1.289987e-01 -8.784222e-02
num_compromised -3.438688e-02 -1.181321e-02 7.164475e-03 -1.074945e-02
root_shell 4.274133e-04 -8.470179e-04 -1.885172e-03 1.737843e-03
su_attempted 2.381236e-03 2.442762e-03 -1.823315e-03 -1.911129e-03
num_root 4.737181e-02 8.826064e-03 -6.287200e-03 -6.110986e-03
num_file_creations 7.923404e-05 -5.657337e-03 1.507987e-03 -9.624129e-03
num_shells 1.456896e-04 2.875386e-03 -6.700936e-04 1.006180e-03
num_access_files -6.281223e-03 2.258454e-03 -9.531208e-04 4.504068e-03
num_outbound_cmds -6.591949e-17 3.885781e-16 -3.330669e-16 4.683753e-17
is_host_login 4.080291e-05 -3.072511e-05 4.900507e-05 4.049408e-05
is_guest_login -6.124527e-03 -6.339575e-04 1.240824e-02 -3.878518e-03
count -5.125507e-02 1.864602e-01 -8.671097e-02 2.197580e-03
srv_count -9.312584e-02 -2.069837e-01 6.686077e-02 -3.653287e-02
serror_rate 2.029863e-02 8.383317e-02 7.991692e-02 -7.461287e-02
srv_serror_rate 1.837126e-02 8.973901e-02 -3.407107e-02 -3.712092e-03
rerror_rate 4.744930e-02 -1.781306e-01 -4.074207e-01 1.219849e-01
srv_rerror_rate 5.563003e-02 -1.467523e-01 -2.142577e-01 2.371023e-02
same_srv_rate -4.283513e-02 4.253683e-01 -1.686683e-01 -5.621873e-02
diff_srv_rate -5.662487e-02 8.341728e-02 -4.463811e-02 1.853173e-02
srv_diff_host_rate -9.052415e-02 1.212291e-02 -7.384193e-03 1.271327e-02
dst_host_count -8.009219e-03 -4.689860e-02 7.456219e-03 -3.147357e-02
dst_host_srv_count -6.620669e-02 2.301028e-01 -3.324487e-02 8.343618e-02
... ... ... ... ...
service__remote_job 3.490278e-04 -1.402068e-04 5.639681e-04 1.438820e-04
service__rje 3.323076e-04 -3.067096e-04 6.398926e-04 -1.133863e-04
service__shell 6.739689e-04 -1.681845e-03 2.258533e-04 2.006464e-03
service__smtp 2.635928e-01 -1.504427e-01 9.847360e-03 -3.726812e-01
service__sql_net 1.198816e-03 -1.527030e-03 1.990042e-03 -7.004587e-04
service__ssh 9.770481e-04 -1.685923e-03 1.986888e-03 1.123984e-03
service__sunrpc 2.047273e-03 -1.757197e-03 1.549369e-03 1.220847e-02
service__supdup 2.562240e-03 -2.137174e-03 2.462202e-03 -1.297796e-03
service__systat 1.851212e-03 -5.584955e-04 2.306596e-03 -1.515894e-03
service__telnet -1.855519e-03 -2.256058e-03 -1.463530e-02 1.017569e-01
service__tftp_u 3.256851e-05 -2.345717e-04 1.077156e-04 -1.643906e-04
service__tim_i 1.086310e-03 4.082293e-04 -3.891496e-05 2.640985e-04
service__time 6.579941e-03 -1.267738e-02 9.753446e-03 1.663618e-02
service__urh_i 1.189749e-03 9.031000e-04 -7.727018e-05 3.767706e-04
service__urp_i 7.096726e-02 3.814207e-02 -3.425096e-03 3.578723e-02
service__uucp 8.669922e-03 -2.273952e-02 1.495159e-02 2.710299e-02
service__uucp_path 2.706627e-03 -1.034142e-04 2.446211e-03 -2.880594e-03
service__vmnet 2.502969e-03 9.536105e-05 2.096032e-03 -2.235996e-03
service__whois 2.960614e-03 -1.169404e-03 3.266900e-03 -2.939562e-03
flag__OTH -4.456549e-04 6.606180e-04 -1.582825e-03 3.829122e-04
flag__REJ -1.171742e-02 -1.362535e-03 -8.624210e-02 -4.350133e-01
flag__RSTO 2.388108e-02 -7.376754e-02 -3.036956e-02 2.081580e-01
flag__RSTOS0 -2.170171e-03 -1.693058e-04 2.335916e-03 1.364420e-03
flag__RSTR 6.493475e-03 3.010962e-02 5.013324e-02 2.246187e-01
flag__S0 4.473812e-03 -9.192058e-03 -1.340946e-02 -1.540855e-02
flag__S1 1.933771e-03 3.065284e-02 -2.331539e-03 -2.353192e-03
flag__S2 1.116012e-03 5.129584e-03 1.977058e-03 -8.587145e-03
flag__S3 1.149704e-04 2.146392e-03 2.674649e-04 -9.133397e-04
flag__SF -2.560937e-02 7.044573e-03 8.195413e-02 2.395095e-02
flag__SH 1.929489e-03 8.747809e-03 -2.732328e-03 3.800521e-03
PC33 PC34 PC35 PC36 \
duration -9.831104e-03 2.919599e-02 2.411514e-02 -1.378087e-02
src_bytes 1.933893e-02 -5.382085e-02 2.457052e-02 -7.593085e-03
dst_bytes -7.766833e-02 2.090956e-01 -8.413715e-02 -6.895489e-02
land 2.146292e-03 -1.871830e-04 -4.354730e-03 -4.369403e-03
wrong_fragment -1.091001e-02 1.622583e-02 9.268814e-03 -2.886347e-03
urgent -7.868062e-04 -1.195591e-03 -4.555081e-04 2.488988e-04
hot -3.390894e-03 -1.951581e-02 -9.590804e-03 -6.641721e-03
num_failed_logins 7.781036e-04 -1.647292e-03 2.193173e-03 -4.170733e-03
logged_in 6.417973e-02 -1.659595e-01 2.818086e-01 2.473495e-01
num_compromised 2.729378e-02 -1.075224e-02 9.334557e-03 -3.421278e-02
root_shell 3.763857e-03 4.000722e-03 -2.172000e-03 3.287260e-03
su_attempted 7.398278e-03 7.284650e-04 1.499945e-03 -4.635739e-03
num_root -2.028889e-02 -7.585061e-03 -6.500467e-03 8.075363e-03
num_file_creations 1.184103e-02 -5.915384e-03 8.051177e-04 -1.658862e-02
num_shells -3.291516e-04 6.850823e-04 -3.296152e-04 -1.987242e-03
num_access_files 1.530394e-03 4.426095e-03 -1.075885e-03 6.802788e-03
num_outbound_cmds 5.551115e-17 -1.387779e-17 3.469447e-16 -6.071532e-17
is_host_login -2.419112e-04 -5.258125e-05 -6.309165e-05 1.330984e-04
is_guest_login -1.838406e-03 1.314628e-02 8.219147e-03 1.466624e-02
count 2.606389e-02 -2.295163e-02 2.202062e-03 -1.342614e-05
srv_count -4.233230e-04 -1.153585e-03 -1.239107e-02 -1.124326e-02
serror_rate 3.530966e-01 2.266029e-01 -9.318242e-02 -1.076682e-01
srv_serror_rate 3.734744e-01 1.730540e-01 8.898150e-02 7.163961e-02
rerror_rate 4.633559e-02 -2.832730e-02 1.123169e-01 6.924843e-02
srv_rerror_rate -5.045021e-02 4.002570e-02 -1.221034e-01 -8.800995e-02
same_srv_rate -2.676930e-03 -3.489348e-03 -2.570911e-02 3.967188e-02
diff_srv_rate 7.248316e-03 -2.868917e-02 4.383741e-03 -1.122416e-02
srv_diff_host_rate 5.916936e-03 3.612150e-03 -1.185765e-02 9.194902e-03
dst_host_count 1.331286e-02 1.957870e-02 1.375877e-03 -2.926896e-03
dst_host_srv_count -4.300380e-02 3.733986e-02 -2.411536e-02 2.966178e-02
... ... ... ... ...
service__remote_job 5.047420e-04 6.208466e-04 3.890601e-03 8.121482e-05
service__rje -5.611221e-05 6.520387e-04 3.855614e-03 -1.038359e-04
service__shell 8.904057e-04 -2.196133e-03 8.010262e-04 -3.629671e-04
service__smtp -4.589466e-03 -1.152881e-01 1.617657e-02 -1.966719e-01
service__sql_net -1.683290e-03 2.507956e-03 8.444781e-03 -1.115368e-03
service__ssh 3.309267e-04 -1.196728e-03 8.354553e-03 -2.926826e-04
service__sunrpc 9.051237e-03 -1.843431e-02 -8.511976e-03 -3.639311e-03
service__supdup -1.068042e-03 3.120234e-03 2.154508e-02 -2.143551e-03
service__systat -1.528016e-03 2.589582e-03 1.801064e-02 -2.855522e-03
service__telnet -2.704758e-02 5.591544e-02 -2.161667e-01 7.617261e-01
service__tftp_u 1.052790e-04 -2.030319e-04 6.192242e-05 -8.774940e-06
service__tim_i -2.135962e-05 -5.682877e-06 3.455542e-04 3.891374e-05
service__time 2.153760e-02 -3.080304e-02 -3.011064e-02 -7.862331e-03
service__urh_i 2.062839e-05 1.657955e-04 3.957705e-04 9.758178e-05
service__urp_i 1.229476e-02 -1.253174e-03 4.872993e-02 -1.884247e-02
service__uucp 1.763784e-02 -4.206473e-02 -3.215366e-02 -7.349655e-03
service__uucp_path -3.278701e-03 5.855488e-03 2.895200e-02 -4.209736e-03
service__vmnet -2.667140e-03 4.752060e-03 2.514197e-02 -3.613281e-03
service__whois -2.774486e-03 4.961880e-03 2.979120e-02 -4.154826e-03
flag__OTH 1.975694e-03 2.183265e-03 -1.812054e-03 -1.348203e-03
flag__REJ -3.110049e-01 5.219191e-01 2.043792e-01 8.667073e-02
flag__RSTO 1.626712e-01 -2.757384e-01 -3.437998e-01 4.495864e-02
flag__RSTOS0 1.138061e-02 1.543937e-03 5.611703e-03 3.625776e-04
flag__RSTR 1.389639e-01 -2.391385e-01 1.128036e-01 -1.484842e-01
flag__S0 2.102266e-02 -5.837596e-02 -1.834035e-02 -4.057082e-02
flag__S1 1.259582e-01 8.974236e-02 -9.971258e-03 1.258746e-02
flag__S2 4.338323e-02 2.116750e-02 -3.105203e-03 -7.223694e-03
flag__S3 1.344382e-02 8.742902e-03 -4.421258e-04 -7.210991e-04
flag__SF -2.017490e-01 -9.559094e-02 2.179362e-02 3.155390e-02
flag__SH -6.045493e-03 2.354468e-02 3.288265e-02 2.221475e-02
PC37 PC38 PC39 PC40 \
duration -1.270914e-02 3.182947e-02 7.427798e-03 3.022016e-02
src_bytes 1.325050e-02 1.472616e-02 -5.683952e-02 -2.349192e-02
dst_bytes 3.014996e-02 -6.497956e-02 7.843169e-02 -1.361317e-02
land 2.540495e-03 9.973340e-03 -6.392873e-03 2.918969e-03
wrong_fragment 1.316632e-02 -7.823637e-03 -5.373926e-03 -1.785970e-03
urgent -7.036759e-04 -1.010359e-03 -2.394530e-04 6.022833e-04
hot 2.233078e-03 3.169510e-03 1.052881e-02 -3.017990e-02
num_failed_logins 1.183752e-03 -2.778271e-03 1.989823e-04 1.738268e-03
logged_in -2.738379e-01 -1.742400e-01 -1.923238e-01 3.720810e-01
num_compromised 1.408774e-02 -1.768207e-02 6.282201e-03 7.324490e-03
root_shell 1.653779e-03 8.695035e-04 1.150870e-03 -6.825024e-03
su_attempted 5.519227e-03 -3.556983e-03 2.722854e-03 1.722286e-03
num_root -1.665985e-03 1.156584e-02 -1.495474e-03 -9.226472e-03
num_file_creations 6.369044e-03 -4.837040e-03 3.648515e-03 -1.732959e-03
num_shells -1.400233e-03 -1.213230e-03 3.105261e-05 1.285938e-03
num_access_files -4.663461e-03 2.193267e-04 -2.273251e-03 6.434021e-04
num_outbound_cmds -9.540979e-18 1.925543e-16 2.636780e-16 5.967449e-16
is_host_login -1.212187e-04 8.658623e-05 -5.081438e-05 -4.344595e-05
is_guest_login -6.954304e-04 -2.561905e-03 6.585381e-03 5.054062e-02
count -1.959473e-02 2.007719e-02 9.571782e-03 3.773191e-03
srv_count 6.488440e-03 -5.764905e-02 -2.316094e-02 -1.740127e-02
serror_rate -3.239748e-01 3.903651e-02 -1.304159e-01 4.172067e-02
srv_serror_rate 1.072149e-01 -7.711769e-02 8.739113e-02 8.456813e-02
rerror_rate 1.649892e-01 -9.546949e-02 1.368480e-01 3.570594e-02
srv_rerror_rate -2.696991e-01 2.214275e-02 -1.763273e-01 3.375155e-02
same_srv_rate -2.218239e-02 -6.146718e-02 9.622059e-03 9.145942e-02
diff_srv_rate -1.499789e-02 -1.864687e-03 8.805145e-03 8.406027e-03
srv_diff_host_rate 1.244070e-02 2.561049e-02 7.562344e-03 -1.976196e-03
dst_host_count 4.652145e-03 1.678670e-02 9.920576e-03 1.062656e-03
dst_host_srv_count 7.049374e-03 -1.895396e-02 -1.203732e-02 4.324388e-03
... ... ... ... ...
service__remote_job 1.341329e-03 7.478130e-04 8.606091e-04 -1.413020e-03
service__rje 1.056866e-03 7.466209e-04 9.483360e-04 -1.359777e-03
service__shell 9.010775e-04 5.708654e-04 1.707464e-03 1.231906e-03
service__smtp -5.313933e-02 -5.077062e-03 2.670534e-01 -1.228119e-01
service__sql_net 8.905767e-04 -3.193754e-04 -9.584277e-04 -3.219850e-03
service__ssh -2.772831e-05 1.148997e-04 3.565487e-03 5.368986e-03
service__sunrpc -2.524149e-03 3.692619e-03 1.831236e-02 2.092589e-02
service__supdup 5.066041e-03 -4.705629e-04 2.943793e-03 -9.476629e-03
service__systat 1.428291e-03 1.736918e-03 1.422872e-03 -9.176911e-03
service__telnet -2.067827e-01 2.791106e-01 -7.799728e-02 -3.292843e-01
service__tftp_u -9.244115e-05 2.381147e-04 3.565153e-04 -2.939686e-04
service__tim_i -4.020025e-05 1.464522e-04 -1.259073e-04 -2.430912e-05
service__time 8.503195e-03 2.256418e-02 3.901850e-02 2.728381e-02
service__urh_i -2.664837e-04 -2.066347e-04 2.845397e-04 2.409651e-04
service__urp_i -2.611207e-02 7.089338e-03 2.043840e-02 -4.319685e-02
service__uucp -2.645769e-03 -2.792724e-03 5.313562e-02 9.285531e-02
service__uucp_path 1.764252e-03 2.696168e-03 8.319016e-04 -1.503391e-02
service__vmnet 1.490852e-03 2.390134e-03 9.159142e-04 -1.246300e-02
service__whois 2.955851e-03 2.904226e-03 3.426487e-03 -1.488755e-02
flag__OTH -2.684467e-04 5.344267e-03 -1.470955e-03 -8.668999e-03
flag__REJ 1.273959e-02 2.270609e-02 -7.313018e-02 7.538205e-02
flag__RSTO -8.627412e-02 9.002332e-02 2.240845e-01 4.449326e-01
flag__RSTOS0 -1.827886e-03 8.267044e-03 -1.042351e-03 1.092191e-02
flag__RSTR 1.592317e-02 -1.146656e-01 -1.761423e-01 -5.227267e-01
flag__S0 1.181476e-01 1.005165e-02 8.498029e-02 -2.192807e-01
flag__S1 -7.200383e-02 -1.753875e-02 -2.314812e-02 5.484332e-02
flag__S2 -3.418274e-02 2.616396e-03 -1.104300e-02 1.409641e-02
flag__S3 -7.365875e-03 -9.184748e-04 -2.127957e-03 5.445129e-03
flag__SF 6.229688e-02 -1.594882e-02 -1.333690e-02 4.135654e-02
flag__SH -7.184390e-03 1.006291e-02 -7.622995e-03 1.036984e-01
PC41 PC42 PC43 PC44 \
duration -2.285782e-02 -1.890242e-03 4.354010e-03 2.456299e-03
src_bytes -8.352813e-02 5.916026e-03 2.411838e-02 4.032748e-02
dst_bytes 3.318009e-02 -5.757110e-03 -9.894945e-04 -1.478826e-02
land 4.776459e-03 8.788407e-03 -1.120110e-03 -4.206776e-04
wrong_fragment 2.754085e-03 -8.197841e-04 2.516349e-02 -1.555921e-02
urgent 4.184015e-04 3.361522e-04 -9.993359e-04 -5.626301e-06
hot -1.356717e-02 3.222238e-03 -2.351854e-02 -1.459369e-02
num_failed_logins 1.253252e-03 1.037954e-03 -1.364835e-03 -9.225529e-05
logged_in 2.673587e-01 1.600372e-01 -2.648567e-01 -3.822503e-02
num_compromised 8.717927e-03 -5.169496e-03 -3.229872e-03 -7.749772e-04
root_shell 3.243831e-03 -1.931674e-03 -2.928839e-03 -2.370390e-03
su_attempted 1.103460e-04 -5.526537e-03 -9.810240e-04 1.007534e-03
num_root -7.221387e-03 1.535532e-03 6.246053e-03 1.419551e-03
num_file_creations 4.691643e-03 -1.623958e-03 1.298183e-03 -6.449618e-04
num_shells 1.426361e-04 1.075925e-03 1.391906e-04 5.602797e-04
num_access_files 9.793663e-04 1.992724e-03 -1.594869e-03 -2.089493e-04
num_outbound_cmds -6.106227e-16 8.673617e-17 4.718448e-16 -1.214306e-17
is_host_login -8.417191e-05 2.404503e-04 9.736716e-05 4.255058e-05
is_guest_login 3.593412e-02 2.549600e-03 3.997268e-02 1.127127e-02
count -1.786023e-02 3.681691e-03 -2.747954e-02 -3.737323e-03
srv_count -5.620308e-02 -1.685572e-03 -1.215449e-03 2.005802e-02
serror_rate 3.955101e-02 -6.678892e-02 -3.711934e-02 7.791799e-03
srv_serror_rate -2.071603e-02 2.046681e-01 -2.030863e-02 1.920221e-02
rerror_rate -3.156111e-02 5.489279e-01 8.763899e-02 7.296727e-03
srv_rerror_rate 9.734512e-02 -5.123888e-01 -1.791175e-01 -2.509067e-03
same_srv_rate 6.010475e-03 -3.688396e-02 -8.845956e-03 3.169322e-02
diff_srv_rate 6.844895e-03 -1.207763e-02 -8.049996e-03 1.390062e-02
srv_diff_host_rate 1.938405e-02 5.220029e-03 6.945538e-04 6.218018e-03
dst_host_count -7.483372e-03 -5.288119e-04 1.023856e-02 -3.778059e-03
dst_host_srv_count -1.539000e-02 -8.005506e-03 -1.288720e-02 1.826181e-02
... ... ... ... ...
service__remote_job -1.936127e-04 -2.192873e-04 -2.791164e-03 9.082081e-04
service__rje 4.980424e-04 1.940206e-04 -2.633400e-03 1.371447e-03
service__shell -1.091463e-03 3.573544e-03 3.502806e-03 2.282536e-03
service__smtp -2.093612e-01 -3.755231e-02 -1.061386e-01 -1.805197e-01
service__sql_net 1.882784e-03 -2.412656e-03 -3.532534e-03 4.354536e-03
service__ssh 4.683031e-03 -9.812174e-04 -7.447077e-03 5.196088e-03
service__sunrpc -9.763524e-03 -5.160330e-03 5.368218e-03 4.135168e-03
service__supdup 3.767221e-03 -1.025200e-03 -1.798134e-02 9.449326e-03
service__systat 1.874336e-03 1.529421e-03 -1.711621e-02 5.918157e-03
service__telnet -1.914016e-01 6.719834e-02 -6.067489e-02 -8.996615e-02
service__tftp_u 1.002881e-04 2.457066e-04 -1.197643e-03 3.020855e-04
service__tim_i 2.001682e-04 -2.609929e-05 1.982581e-04 -1.768099e-04
service__time -4.718696e-03 -3.990974e-02 7.094630e-02 3.522433e-02
service__urh_i 5.487524e-04 -1.830624e-04 -3.360346e-04 -4.472083e-04
service__urp_i 3.789514e-02 -4.779125e-03 -3.606496e-02 -8.059872e-02
service__uucp -1.312147e-02 -5.567030e-02 8.831697e-02 3.369280e-02
service__uucp_path 3.167878e-03 1.198870e-03 -3.535416e-02 1.526882e-02
service__vmnet 2.540838e-03 1.343969e-03 -2.783012e-02 9.677352e-03
service__whois 5.212702e-03 1.903776e-03 -3.780709e-02 1.515214e-02
flag__OTH -5.082785e-03 -1.054638e-02 1.805584e-02 -6.511178e-04
flag__REJ -4.948405e-02 9.081845e-03 4.425628e-02 -7.426249e-03
flag__RSTO -1.828882e-01 -9.343414e-02 1.538741e-01 -2.281395e-02
flag__RSTOS0 -1.277090e-02 -2.592401e-02 -2.573457e-03 -3.213010e-03
flag__RSTR 2.580093e-01 4.328047e-02 -2.139164e-01 2.950491e-02
flag__S0 2.561275e-02 1.668116e-02 5.412300e-02 -5.777179e-02
flag__S1 1.050398e-02 5.056818e-02 -3.987046e-02 1.880882e-02
flag__S2 8.566744e-04 2.381223e-02 -5.524976e-03 4.788826e-03
flag__S3 -1.031527e-03 6.938034e-03 -2.085113e-03 1.776788e-03
flag__SF 1.606570e-02 2.426964e-02 -3.253273e-02 1.421475e-02
flag__SH -5.979089e-02 -4.472703e-02 2.619393e-02 2.278202e-02
PC45 PC46 PC47 PC48 \
duration 6.904614e-05 1.432302e-03 2.686600e-03 4.973417e-03
src_bytes 2.959582e-02 -2.749270e-02 -7.546249e-03 -9.766643e-03
dst_bytes -1.490964e-02 1.216678e-02 -7.012411e-04 -9.015435e-04
land 4.011170e-04 -2.995561e-04 6.067924e-04 -2.157670e-04
wrong_fragment -7.886518e-03 8.516996e-03 -2.482137e-03 -1.810858e-03
urgent -3.827670e-04 2.474969e-04 -7.014485e-05 -7.920112e-05
hot -4.874208e-02 4.828326e-02 3.439958e-02 4.470224e-02
num_failed_logins -9.152814e-04 7.161008e-04 3.871258e-04 4.698946e-04
logged_in -7.452883e-02 4.195198e-02 2.441658e-02 2.424808e-02
num_compromised 1.565996e-04 -6.497949e-04 -2.152161e-03 -1.735094e-03
root_shell -5.260680e-03 5.249451e-03 4.830631e-03 5.236416e-03
su_attempted 1.362009e-03 -1.900564e-03 -4.109609e-03 -4.650615e-03
num_root 1.202583e-03 -5.222050e-04 2.782796e-04 1.861200e-05
num_file_creations 6.488448e-04 -6.155274e-04 -9.263286e-04 -9.954654e-04
num_shells 8.419151e-04 -8.369968e-04 -5.888086e-04 -6.713299e-04
num_access_files -6.558628e-04 5.198535e-04 6.421232e-04 6.064849e-04
num_outbound_cmds 7.703256e-17 -1.110223e-16 1.353084e-16 1.318390e-16
is_host_login 5.387174e-05 -3.869509e-05 -4.479414e-06 -2.062463e-05
is_guest_login 9.366421e-02 -9.642936e-02 -8.161284e-02 -1.104979e-01
count -6.554065e-03 -2.783407e-03 1.238608e-02 1.294325e-02
srv_count 1.022287e-02 -5.036617e-03 -9.613343e-03 -1.317310e-02
serror_rate -2.579383e-03 -4.850283e-03 -2.483619e-02 -3.441376e-02
srv_serror_rate -7.469428e-03 8.214300e-03 1.850162e-02 2.450722e-02
rerror_rate -3.925470e-03 4.824501e-03 -2.504803e-03 -1.483456e-02
srv_rerror_rate -2.122795e-02 6.910210e-03 -5.402679e-03 7.147312e-03
same_srv_rate 3.760786e-02 -2.533265e-02 2.438589e-02 3.100434e-02
diff_srv_rate 1.574031e-02 -1.117882e-02 5.310587e-03 8.013258e-03
srv_diff_host_rate 6.334841e-03 -4.846559e-03 1.270243e-04 -8.833574e-04
dst_host_count 2.424725e-04 5.731882e-05 -2.174909e-03 -2.512217e-03
dst_host_srv_count 3.452045e-03 -3.396401e-03 5.021324e-03 7.699410e-03
... ... ... ... ...
service__remote_job 8.463423e-04 -2.697719e-03 5.026169e-04 -2.022553e-04
service__rje 1.522103e-03 -3.302719e-03 5.979562e-04 -2.287857e-04
service__shell 2.842925e-03 -2.422201e-03 -1.221622e-03 1.204880e-05
service__smtp -2.132906e-01 1.585449e-01 -5.544485e-02 -4.779740e-02
service__sql_net 5.420112e-03 -1.102678e-02 5.131756e-04 -1.814319e-03
service__ssh 6.141372e-03 -1.330870e-02 1.074609e-04 1.630025e-03
service__sunrpc 2.464480e-03 -6.882708e-03 -1.440002e-02 1.155936e-02
service__supdup 1.195501e-02 -4.270060e-02 3.564873e-03 -7.019630e-03
service__systat 6.485572e-03 -3.038202e-02 3.977903e-03 -3.738971e-03
service__telnet -1.102717e-01 7.824091e-02 -1.526884e-02 -3.460329e-02
service__tftp_u -7.538594e-06 -1.822498e-04 4.252205e-05 -2.614380e-05
service__tim_i -8.340584e-05 3.841967e-05 -2.237107e-04 -4.413412e-04
service__time 8.109571e-02 -7.894002e-02 -5.131026e-02 1.324108e-01
service__urh_i -3.353395e-04 2.730929e-04 -6.191993e-05 -1.797338e-04
service__urp_i -7.808337e-02 5.777093e-02 -8.947885e-02 -1.658739e-01
service__uucp 6.599954e-02 -6.057047e-02 8.826721e-01 -6.547060e-02
service__uucp_path 2.242759e-02 -1.094354e-01 2.910162e-02 -2.605918e-02
service__vmnet 1.200600e-02 -6.404417e-02 1.242460e-02 -8.417125e-03
service__whois 2.270273e-02 -1.113706e-01 2.456244e-02 -3.893741e-02
flag__OTH 7.072219e-03 -3.262940e-03 2.198005e-03 3.285377e-03
flag__REJ 1.512261e-02 -2.033864e-02 3.579223e-02 -7.224917e-03
flag__RSTO -1.801793e-02 6.643648e-02 -5.285174e-02 5.601184e-02
flag__RSTOS0 -3.187084e-03 1.887816e-03 -1.063359e-02 -6.780621e-03
flag__RSTR 8.292557e-03 -5.256578e-02 1.502006e-02 -5.598324e-02
flag__S0 -2.298641e-02 2.058393e-02 6.958451e-02 7.658136e-02
flag__S1 9.238418e-03 -1.450873e-02 -1.588665e-02 -2.275967e-02
flag__S2 -2.133320e-03 2.636434e-03 2.709538e-03 4.866010e-03
flag__S3 4.505549e-04 -5.071340e-04 4.349138e-05 4.483111e-04
flag__SF -1.375865e-02 7.082329e-03 -1.128336e-02 -1.751492e-02
flag__SH 1.990704e-02 -7.443774e-03 -3.469248e-02 -3.092952e-02
PC49 PC50 PC51 PC52 \
duration 4.004573e-03 6.328847e-03 -1.576551e-03 2.562882e-03
src_bytes -9.645187e-03 -1.448816e-02 5.713999e-03 -1.057469e-02
dst_bytes -4.169522e-03 -7.579865e-03 2.913828e-03 -4.756737e-03
land -5.750233e-04 -9.580178e-04 -5.119434e-05 2.243570e-04
wrong_fragment 4.763613e-05 -5.253276e-04 -2.001686e-04 6.321424e-04
urgent -2.960312e-05 -9.142257e-06 -7.694370e-05 1.971015e-04
hot 2.902814e-02 4.185128e-02 -6.290539e-03 5.441868e-03
num_failed_logins 2.687710e-04 3.764546e-04 -2.367763e-05 -6.442270e-05
logged_in -1.512014e-02 -2.838928e-02 1.839400e-02 -4.035729e-02
num_compromised -1.484199e-03 -2.658905e-03 8.989825e-04 -1.646739e-03
root_shell 3.264119e-03 4.842805e-03 -9.099930e-04 1.094815e-03
su_attempted -1.891690e-03 -2.597959e-03 -3.559599e-04 1.448907e-03
num_root 7.594885e-04 1.415209e-03 -6.782293e-04 1.347594e-03
num_file_creations -6.843432e-04 -1.174677e-03 3.120070e-04 -5.215619e-04
num_shells -4.063527e-04 -5.856225e-04 9.797946e-05 -1.092593e-04
num_access_files 3.345528e-04 5.783104e-04 -1.413005e-04 2.029353e-04
num_outbound_cmds 2.775558e-17 3.191891e-16 -1.266348e-16 1.006140e-16
is_host_login -6.092734e-06 -1.155678e-05 4.294501e-06 -1.043565e-05
is_guest_login -6.947829e-02 -9.964228e-02 1.159012e-02 -4.637254e-03
count -8.755147e-03 -1.002202e-02 2.205831e-04 3.512271e-03
srv_count 5.297505e-03 8.271281e-03 -4.279401e-03 6.904197e-03
serror_rate -7.376398e-04 1.483677e-02 -2.302100e-02 5.622478e-02
srv_serror_rate 1.477858e-02 1.723903e-02 1.657334e-03 -1.056389e-02
rerror_rate 5.046440e-03 1.890478e-02 -1.876470e-02 3.992736e-02
srv_rerror_rate -1.071032e-02 -2.492717e-02 1.660570e-02 -3.338985e-02
same_srv_rate 8.891768e-03 9.919487e-03 3.297621e-03 -8.691551e-03
diff_srv_rate 4.540268e-03 5.442338e-03 1.048068e-03 -3.635859e-03
srv_diff_host_rate 1.378683e-03 2.860790e-03 -1.752823e-03 3.241697e-03
dst_host_count -9.360938e-04 -1.727832e-03 1.185064e-04 4.762416e-04
dst_host_srv_count 4.936866e-03 8.296311e-03 -1.101479e-03 1.495014e-04
... ... ... ... ...
service__remote_job -3.472586e-04 4.313822e-04 -1.559503e-04 -1.790945e-04
service__rje -1.258947e-04 7.812747e-04 -1.464787e-04 -3.963560e-04
service__shell 1.903662e-03 3.168442e-03 -6.426819e-04 4.987489e-04
service__smtp -5.266394e-02 -8.495199e-02 7.358502e-03 7.067952e-03
service__sql_net 9.775310e-04 5.169335e-03 -8.676422e-04 -7.705794e-04
service__ssh 2.800701e-03 8.469213e-03 -1.269935e-03 -1.480412e-03
service__sunrpc 1.054617e-02 1.738326e-02 -1.302970e-03 -2.611005e-03
service__supdup -2.279892e-03 2.091854e-02 -5.696888e-03 -1.790952e-03
service__systat -4.294963e-03 1.032856e-02 -4.396388e-03 2.262774e-03
service__telnet -4.760377e-02 -7.298406e-02 9.441003e-03 -6.405917e-04
service__tftp_u -1.384723e-05 5.600277e-05 -3.110870e-05 1.980419e-05
service__tim_i -1.154539e-04 -4.038412e-05 -2.395934e-04 5.656966e-04
service__time 2.194285e-01 3.940995e-01 -1.003963e-01 1.114259e-01
service__urh_i 5.298226e-05 1.898704e-04 -2.786651e-04 5.935912e-04
service__urp_i -1.620741e-02 2.871413e-02 -1.213277e-01 2.742669e-01
service__uucp -1.809563e-01 -2.284406e-01 1.491802e-03 6.048017e-02
service__uucp_path -8.029133e-02 2.466584e-01 -4.807548e-01 -6.600004e-01
service__vmnet -1.723040e-02 3.082355e-02 -1.378108e-02 5.063392e-03
service__whois -8.381751e-02 3.808252e-01 7.947782e-01 -6.801435e-02
flag__OTH 2.373911e-03 3.045804e-03 1.493756e-04 -3.667285e-03
flag__REJ -1.029807e-02 -8.226915e-03 2.438891e-03 -5.857851e-03
flag__RSTO 3.894466e-02 2.991077e-02 9.365147e-03 -2.475176e-02
flag__RSTOS0 3.965197e-03 1.014004e-02 -6.197331e-03 1.554957e-02
flag__RSTR -3.674179e-02 -3.569824e-02 -8.523914e-03 2.360454e-02
flag__S0 -7.105012e-02 -1.541708e-01 1.072411e-01 -2.196484e-01
flag__S1 1.379554e-03 1.116180e-02 -1.551287e-02 3.293240e-02
flag__S2 8.794795e-03 1.581914e-02 -6.560680e-03 1.172786e-02
flag__S3 9.997588e-04 1.859143e-03 -7.595977e-04 1.179714e-03
flag__SF 1.532434e-02 3.730627e-02 -2.611261e-02 5.878906e-02
flag__SH 4.630775e-02 8.885299e-02 -5.552748e-02 1.101421e-01
PC53 PC54 PC55 PC56 \
duration 3.809696e-03 2.927517e-04 1.030503e-03 2.513582e-03
src_bytes -1.773606e-02 -4.532275e-03 -4.133333e-03 -4.886451e-03
dst_bytes -7.300821e-03 1.668189e-03 -2.211122e-03 2.740987e-03
land 7.332457e-04 1.049581e-03 -6.721308e-04 3.792441e-03
wrong_fragment 8.735403e-04 1.976024e-03 9.691611e-04 -2.687643e-05
urgent 3.996410e-04 1.793180e-05 -3.764166e-05 -1.905363e-04
hot 3.873969e-03 -2.241108e-03 4.309431e-03 9.526259e-03
num_failed_logins -1.746637e-04 -1.007850e-04 -4.217358e-05 5.481977e-05
logged_in -6.550701e-02 -1.383870e-02 -2.233527e-02 6.394891e-03
num_compromised -2.616827e-03 -9.065615e-05 3.578087e-05 -7.723986e-04
root_shell 1.356768e-03 5.509991e-04 -5.007734e-04 2.609320e-03
su_attempted 3.065839e-03 1.324557e-03 -1.404786e-03 -2.394786e-03
num_root 2.163755e-03 3.639674e-04 1.329911e-04 3.124363e-04
num_file_creations -8.083809e-04 6.079429e-05 2.386059e-04 -1.198503e-04
num_shells -1.181926e-04 -3.950999e-05 -7.214022e-05 -3.038184e-04
num_access_files 3.125158e-04 -1.784513e-04 4.087224e-05 1.134670e-05
num_outbound_cmds 3.157197e-16 7.025630e-17 8.673617e-17 2.046974e-16
is_host_login -2.272172e-05 8.763565e-06 -9.515406e-06 1.905751e-05
is_guest_login 6.443009e-03 9.637520e-03 -9.933289e-03 -2.689909e-02
count 1.480518e-02 -2.259150e-03 -1.090710e-02 1.819355e-02
srv_count 7.262189e-03 5.718025e-03 3.838134e-03 -1.997846e-03
serror_rate 9.900329e-02 4.596523e-03 3.746694e-03 -5.076715e-02
srv_serror_rate -2.312095e-02 -1.714285e-03 -7.630605e-03 2.895880e-02
rerror_rate 6.840079e-02 4.609874e-03 -2.331425e-03 -2.458791e-02
srv_rerror_rate -5.584537e-02 -6.927158e-03 -4.887477e-03 1.034046e-02
same_srv_rate -1.263479e-02 -3.003413e-03 -3.500678e-03 3.161823e-02
diff_srv_rate -7.023951e-03 -3.162353e-03 1.434346e-03 5.601494e-04
srv_diff_host_rate 5.266193e-03 1.266027e-03 -4.451536e-04 3.435570e-03
dst_host_count 9.761554e-04 9.880438e-04 -2.639796e-04 5.856702e-04
dst_host_srv_count -1.161048e-03 -3.741380e-03 -2.714466e-03 3.582349e-04
... ... ... ... ...
service__remote_job -5.954163e-04 -2.020979e-03 -1.478655e-03 -2.821803e-04
service__rje -1.202316e-03 -2.212769e-03 -1.468285e-03 -2.048915e-04
service__shell -2.043679e-04 -6.883024e-04 1.017888e-03 -4.283021e-04
service__smtp 3.605755e-02 1.748024e-02 -4.867124e-03 -5.198355e-02
service__sql_net -4.103261e-03 -8.131137e-03 -4.355270e-03 -3.161028e-03
service__ssh -5.703617e-03 -1.064544e-02 -5.488142e-03 2.751238e-03
service__sunrpc -8.150802e-03 -7.903302e-03 5.360279e-03 1.856465e-02
service__supdup -1.361470e-02 -6.235140e-02 -5.072528e-02 -1.677924e-02
service__systat 3.078853e-05 -3.586385e-02 -3.051091e-02 -5.090241e-03
service__telnet 1.749761e-02 1.098328e-02 -1.036067e-02 -2.775204e-02
service__tftp_u 1.276271e-05 -1.797192e-04 -4.171742e-05 -3.148099e-04
service__tim_i 1.044159e-03 3.902009e-04 -1.275441e-04 7.136314e-04
service__time 1.056474e-01 -1.798410e-01 -3.484159e-01 -3.636496e-01
service__urh_i 1.076764e-03 3.462412e-04 -9.704133e-05 7.177814e-04
service__urp_i 5.004135e-01 1.684748e-01 -5.647500e-02 2.784643e-01
service__uucp 1.766707e-01 2.651690e-02 -7.032546e-02 -4.754979e-03
service__uucp_path 1.223519e-01 4.109498e-01 1.408667e-01 4.868766e-03
service__vmnet -4.871324e-03 -1.810393e-01 -3.190916e-01 -1.240752e-01
service__whois 1.001331e-01 3.528774e-01 1.247727e-01 1.369386e-02
flag__OTH -5.262406e-03 1.588972e-03 2.846323e-03 6.035424e-03
flag__REJ -1.312667e-02 -9.397641e-03 -2.170206e-02 -6.288144e-04
flag__RSTO -4.751896e-02 3.162488e-02 4.582756e-02 6.626947e-02
flag__RSTOS0 2.696866e-02 2.413363e-03 6.053797e-04 -1.060623e-02
flag__RSTR 5.052438e-02 -2.025643e-02 -2.467170e-02 -5.974260e-02
flag__S0 -3.719482e-01 -3.903278e-02 -1.130442e-02 7.543167e-02
flag__S1 5.958661e-02 4.030027e-03 -6.723708e-03 -2.171432e-02
flag__S2 1.903091e-02 1.999128e-04 -1.439668e-03 -4.306302e-03
flag__S3 1.942228e-03 -1.246545e-04 -9.545605e-04 -4.754719e-04
flag__SF 9.607601e-02 2.397791e-03 3.642561e-04 -3.625660e-02
flag__SH 1.837275e-01 2.655656e-02 1.715260e-02 -1.400623e-02
PC57 PC58 PC59 PC60 \
duration 2.469933e-03 7.295469e-03 3.427701e-03 -7.683240e-04
src_bytes -5.135514e-03 -2.086586e-02 -4.642420e-03 2.645547e-03
dst_bytes -8.850389e-04 -2.608750e-02 -5.584124e-03 1.125297e-03
land 1.928911e-03 -9.648211e-03 6.462603e-04 2.436601e-04
wrong_fragment 8.221954e-04 -3.354801e-03 -9.219651e-04 4.827720e-04
urgent -2.726529e-04 6.546380e-04 -2.379218e-04 4.227726e-05
hot 1.072860e-02 1.183054e-02 1.146849e-02 -2.270307e-03
num_failed_logins 5.713738e-05 -4.983463e-04 5.368347e-05 5.192885e-05
logged_in -1.481770e-02 -1.405335e-01 -2.770058e-02 7.847905e-03
num_compromised -4.335768e-04 -2.165171e-03 -9.017382e-04 3.359248e-04
root_shell 1.915830e-03 -2.014761e-04 2.125220e-03 -6.509268e-04
su_attempted -2.162545e-03 6.112939e-03 -1.187229e-03 4.196711e-04
num_root 4.736833e-04 2.266675e-03 8.906090e-04 -1.714619e-04
num_file_creations 8.694098e-05 -8.785659e-04 -1.658472e-04 7.899141e-05
num_shells -2.631156e-04 1.903503e-05 -2.348633e-04 6.227424e-05
num_access_files -8.493981e-05 3.131456e-04 -4.241611e-05 -4.383316e-05
num_outbound_cmds 2.012279e-16 5.967449e-16 2.463307e-16 -1.249001e-16
is_host_login 2.352824e-05 -1.387001e-04 1.225945e-05 5.962969e-06
is_guest_login -2.972302e-02 -9.782204e-03 -3.158421e-02 5.206377e-03
count -7.402916e-03 3.054688e-03 -2.175042e-03 -1.486647e-03
srv_count 8.874018e-03 -1.502934e-02 4.798434e-03 8.468096e-04
serror_rate -4.268505e-02 2.384437e-01 -1.379446e-02 -1.564679e-02
srv_serror_rate 2.453487e-02 -1.249975e-01 1.316552e-02 1.289973e-02
rerror_rate -2.356196e-02 1.225319e-01 -7.888724e-03 -5.409685e-03
srv_rerror_rate 5.061123e-03 -1.052224e-01 -7.774128e-03 7.372701e-03
same_srv_rate 1.569296e-02 -3.821637e-02 1.350188e-02 -2.273810e-03
diff_srv_rate 2.140671e-03 7.041696e-03 3.279563e-03 -1.025968e-03
srv_diff_host_rate 2.640315e-03 -3.942714e-03 2.450934e-03 -3.714619e-04
dst_host_count 3.049979e-04 -2.947732e-03 -3.775805e-04 -1.295454e-04
dst_host_srv_count -9.887568e-04 -7.437100e-03 3.275468e-04 8.490649e-04
... ... ... ... ...
service__remote_job -4.188140e-04 -8.033139e-04 2.151069e-03 -4.382361e-04
service__rje 6.411285e-05 -2.329138e-03 2.697418e-03 -4.519340e-04
service__shell 2.083887e-03 3.125796e-03 3.436408e-03 -7.093113e-04
service__smtp -7.221339e-02 9.327917e-02 -8.209457e-02 1.638421e-02
service__sql_net 1.068072e-03 -3.635190e-03 1.252890e-02 -2.217077e-03
service__ssh 5.454203e-03 -1.078836e-02 2.051975e-02 -3.781599e-03
service__sunrpc 2.300315e-02 6.012250e-03 3.749716e-02 -7.322990e-03
service__supdup -7.560636e-03 -1.824306e-02 1.800989e-01 -7.420894e-02
service__systat -1.011648e-02 4.616927e-03 6.271799e-02 -1.693435e-02
service__telnet -5.082823e-02 2.592344e-02 -5.965732e-02 1.073966e-02
service__tftp_u -2.006378e-04 7.435785e-04 2.076588e-05 -3.167344e-05
service__tim_i 3.507100e-04 -1.197538e-03 2.036331e-04 1.139613e-05
service__time -4.235459e-01 -2.718401e-01 -3.521208e-01 5.124848e-02
service__urh_i 3.559132e-04 -9.412217e-04 2.067360e-04 -2.236990e-05
service__urp_i 1.264949e-01 -4.207975e-01 5.790352e-02 4.705723e-03
service__uucp -1.036853e-01 1.538735e-02 -9.514539e-02 8.433250e-03
service__uucp_path 2.208261e-02 1.339290e-02 -1.094855e-01 1.781228e-02
service__vmnet 8.060630e-01 8.767372e-02 -3.689599e-01 3.787607e-02
service__whois 2.042885e-02 5.358501e-03 -1.046724e-01 1.684537e-02
flag__OTH 7.610117e-03 -1.090994e-02 5.401811e-03 -9.821918e-04
flag__REJ -7.238031e-03 -7.817631e-02 7.199345e-04 2.385537e-03
flag__RSTO 7.219109e-02 -6.714139e-02 2.179569e-02 2.178427e-03
flag__RSTOS0 -7.164905e-03 5.644097e-02 2.047548e-03 -3.275515e-03
flag__RSTR -6.081408e-02 1.159479e-01 -2.361728e-02 -7.977126e-04
flag__S0 3.740864e-02 -5.586454e-01 -3.644870e-02 1.906033e-02
flag__S1 -1.975712e-02 9.277769e-02 -4.716235e-03 3.065155e-04
flag__S2 -3.461975e-03 3.345177e-02 1.887808e-03 -1.768702e-03
flag__S3 -7.061354e-04 1.070130e-03 -1.512965e-04 1.894323e-04
flag__SF -2.708322e-02 1.730410e-01 -2.837563e-03 -7.418578e-03
flag__SH 9.015624e-03 2.421436e-01 3.591829e-02 -9.877543e-03
PC61 PC62 PC63 PC64 \
duration -7.527695e-04 1.071465e-05 -3.253177e-04 -1.167766e-03
src_bytes 1.594853e-03 6.880469e-05 7.883075e-04 1.315344e-03
dst_bytes 1.620768e-03 3.104832e-04 4.270452e-04 1.358220e-03
land 1.763184e-04 -1.357105e-04 -1.140124e-04 3.519274e-05
wrong_fragment 8.042054e-04 -2.805873e-04 -1.001555e-03 4.153207e-04
urgent 4.887791e-05 7.721249e-06 1.538905e-05 4.863979e-05
hot -2.236810e-03 3.191991e-05 -8.513497e-04 -3.593767e-03
num_failed_logins 2.730499e-05 -2.391514e-05 -2.694799e-05 1.078169e-05
logged_in 6.516375e-03 -1.003838e-05 2.818220e-03 6.991033e-03
num_compromised 3.867319e-04 -1.025785e-04 -2.339633e-04 1.705074e-04
root_shell -7.520701e-04 -4.231951e-05 3.679584e-04 -5.458849e-04
su_attempted 3.262612e-04 -2.267370e-04 -2.102804e-04 2.733558e-04
num_root -2.049090e-04 4.623298e-05 5.112347e-05 -1.516334e-04
num_file_creations 1.112234e-04 -4.493966e-05 -8.326869e-05 6.561529e-05
num_shells 6.465372e-05 -8.003232e-06 -3.236043e-05 6.431537e-05
num_access_files -4.520225e-05 1.648894e-05 4.480920e-05 -1.859828e-06
num_outbound_cmds -4.336809e-18 8.390370e-17 -2.424276e-16 -2.255141e-16
is_host_login 4.570733e-06 -1.791545e-06 -8.405370e-06 8.961980e-06
is_guest_login 5.495386e-03 -1.508905e-04 2.701710e-03 1.118498e-02
count -3.667086e-03 1.247181e-03 6.031247e-03 -5.286130e-03
srv_count 1.787809e-03 -9.599174e-04 -3.330338e-03 2.871462e-03
serror_rate -1.560904e-02 1.656242e-02 3.142221e-02 -5.337839e-03
srv_serror_rate 1.181980e-02 -1.532551e-02 -3.079139e-02 4.654457e-03
rerror_rate -7.148982e-03 6.830007e-03 1.614614e-02 -3.072363e-03
srv_rerror_rate 8.608015e-03 -4.996992e-03 -1.412818e-02 4.886122e-03
same_srv_rate -2.055171e-03 9.367060e-05 2.351448e-03 -4.569590e-03
diff_srv_rate -1.706690e-04 -3.635242e-04 -3.813449e-04 -9.385383e-04
srv_diff_host_rate -4.198057e-04 -8.228735e-05 5.427389e-05 -3.193727e-04
dst_host_count 4.567024e-04 1.428204e-05 -6.247460e-05 2.265646e-04
dst_host_srv_count -1.765147e-04 -5.832500e-05 3.087536e-04 -3.092008e-04
... ... ... ... ...
service__remote_job -1.421169e-03 1.388031e-04 1.562839e-03 -4.399971e-04
service__rje -1.530355e-03 1.159629e-04 1.575805e-03 -3.580306e-04
service__shell -8.172516e-04 3.150771e-05 -1.966216e-05 -9.018908e-04
service__smtp 1.945913e-02 7.516001e-04 -5.887627e-03 8.099648e-03
service__sql_net -5.965573e-03 2.713925e-04 5.558144e-03 -1.444742e-03
service__ssh -9.168538e-03 3.860279e-04 7.392851e-03 -5.656393e-03
service__sunrpc -1.019217e-02 1.921702e-04 -4.734614e-03 -2.688896e-02
service__supdup -3.701965e-01 7.175271e-01 -4.564394e-01 1.048710e-01
service__systat -5.145840e-02 5.636706e-03 7.068961e-02 -2.973461e-02
service__telnet 1.174460e-02 1.180919e-03 1.035591e-03 9.454345e-03
service__tftp_u -8.476829e-05 7.827718e-06 6.476802e-05 -5.180725e-06
service__tim_i -2.771520e-05 1.086914e-05 4.469316e-05 -2.991159e-05
service__time 5.145330e-02 8.577828e-04 1.200719e-02 6.441307e-02
service__urh_i -4.020771e-05 6.401794e-06 2.910617e-05 -4.625598e-05
service__urp_i -2.306986e-03 -9.444046e-05 5.164384e-03 -8.679887e-03
service__uucp 4.634121e-03 3.241503e-03 2.477163e-02 2.303178e-02
service__uucp_path 4.413248e-02 -3.946281e-03 -3.852202e-02 1.433041e-02
service__vmnet 8.591293e-02 -7.268534e-03 -6.546988e-02 2.361629e-02
service__whois 4.222244e-02 -3.534039e-03 -3.670762e-02 1.329183e-02
flag__OTH -3.365099e-04 -6.353122e-04 -1.437915e-03 -8.538344e-04
flag__REJ -5.900467e-03 9.892403e-04 1.535009e-02 1.289875e-02
flag__RSTO 1.481056e-02 -2.969734e-03 -3.891325e-02 -2.465986e-02
flag__RSTOS0 1.143813e-03 5.378398e-04 1.090044e-03 -1.662714e-03
flag__RSTR -8.901189e-03 3.247728e-04 2.106979e-02 1.295431e-02
flag__S0 2.027955e-02 -6.320740e-04 5.572719e-03 1.265768e-02
flag__S1 -1.340254e-03 -2.272590e-03 -1.864543e-03 9.723583e-04
flag__S2 -1.978431e-03 9.510528e-04 1.595609e-03 -1.851342e-03
flag__S3 1.130591e-04 -1.941267e-04 -2.762345e-04 -5.613348e-05
flag__SF -8.145530e-03 5.589348e-03 7.623502e-03 -9.386806e-04
flag__SH -9.744600e-03 -1.688417e-03 -9.809800e-03 -9.460542e-03
PC65 PC66 PC67 PC68 \
duration -4.807514e-04 -1.080135e-03 4.947595e-03 4.420161e-03
src_bytes 1.166080e-03 2.102878e-03 -7.987712e-03 -6.364611e-03
dst_bytes -3.319713e-04 7.116970e-04 -1.986488e-02 -1.250143e-02
land 1.086900e-04 1.034250e-05 2.229080e-03 8.511196e-04
wrong_fragment 7.678714e-04 1.070353e-04 8.188811e-03 2.394975e-03
urgent -9.604936e-05 9.029425e-06 2.213472e-04 -7.509226e-05
hot -1.005693e-03 -4.221828e-03 -4.562997e-04 5.485593e-03
num_failed_logins 7.922374e-05 4.877443e-06 5.532780e-04 2.375809e-04
logged_in 8.748853e-04 4.865157e-03 -3.457950e-02 -2.748482e-02
num_compromised 1.080783e-04 -1.056267e-04 -4.674393e-05 -3.653548e-04
root_shell -1.281876e-04 -2.025092e-04 -1.739899e-04 1.071193e-03
su_attempted 9.609792e-05 1.354372e-04 6.077612e-03 2.127923e-03
num_root 2.824307e-05 -2.427155e-05 5.360331e-04 5.321487e-04
num_file_creations 9.044907e-05 -1.116778e-05 4.096619e-04 8.144680e-05
num_shells 3.559548e-05 5.401788e-05 4.366804e-04 7.745156e-05
num_access_files -4.258272e-05 1.929574e-05 -5.383205e-05 -2.455730e-05
num_outbound_cmds 1.552578e-16 -1.752071e-16 2.775558e-16 4.163336e-16
is_host_login 2.159019e-05 1.692078e-05 1.271170e-04 3.853952e-05
is_guest_login 1.833135e-03 1.363689e-02 6.221609e-03 -1.510034e-02
count -9.225786e-03 -6.341755e-03 -5.986755e-03 7.822959e-03
srv_count 5.724024e-03 4.090890e-03 3.804263e-03 -3.905499e-03
serror_rate -3.707546e-02 -6.144106e-03 -4.947432e-01 -2.073801e-01
srv_serror_rate 3.858517e-02 7.182220e-03 5.793011e-01 2.484908e-01
rerror_rate -1.788246e-02 -2.298992e-03 -2.216406e-01 -9.532869e-02
srv_rerror_rate 1.593345e-02 2.038069e-03 2.143710e-01 8.913234e-02
same_srv_rate -5.245297e-03 -6.663419e-03 -4.798982e-02 -1.281640e-02
diff_srv_rate -5.179669e-04 -1.633784e-03 -4.967933e-03 -1.785151e-06
srv_diff_host_rate 2.819836e-04 -3.805063e-05 6.698979e-04 9.985601e-04
dst_host_count 1.190569e-04 4.824310e-04 -2.183889e-03 -1.647839e-03
dst_host_srv_count -4.043069e-05 -2.085034e-05 -1.982165e-03 -6.466710e-05
... ... ... ... ...
service__remote_job 7.924965e-04 1.083923e-03 -2.368385e-03 1.605061e-03
service__rje 1.170852e-03 1.424325e-03 -2.654201e-03 1.547107e-03
service__shell 7.151361e-04 -4.938131e-04 -6.570377e-03 -6.243931e-04
service__smtp -1.766774e-02 -9.481220e-03 5.292848e-02 -3.543967e-03
service__sql_net 6.957674e-03 6.434286e-03 -2.933902e-03 1.078314e-02
service__ssh 7.495422e-03 3.099930e-03 -1.642863e-02 1.791434e-02
service__sunrpc -8.676380e-05 -3.432997e-02 -3.887311e-02 5.083827e-02
service__supdup -1.309616e-01 -8.726605e-02 6.320355e-02 -1.312465e-01
service__systat 4.830618e-02 5.916919e-02 -8.432548e-02 3.771235e-01
service__telnet -1.093457e-02 2.832116e-03 3.660474e-02 -8.382579e-03
service__tftp_u 4.179083e-05 6.641360e-05 4.332254e-04 3.084098e-04
service__tim_i -1.937923e-06 -1.298349e-05 -4.253164e-04 -1.464006e-04
service__time -4.821121e-03 5.608091e-02 1.857551e-02 -9.305157e-02
service__urh_i -4.413907e-05 -6.509865e-05 -5.118071e-04 -1.299767e-04
service__urp_i -1.159572e-02 -9.578684e-03 -6.722295e-02 -2.334202e-02
service__uucp -1.942389e-02 2.715072e-02 1.918009e-02 -2.782798e-02
service__uucp_path -1.869570e-02 -1.856512e-02 1.622901e-02 -4.762995e-02
service__vmnet -2.828684e-02 -2.761526e-02 2.283335e-02 -6.822668e-02
service__whois -1.907659e-02 -1.827196e-02 1.609675e-02 -4.567953e-02
flag__OTH 9.727873e-04 -3.105301e-04 2.105041e-03 2.155015e-03
flag__REJ 1.132348e-02 3.084690e-02 -1.909292e-02 -2.017543e-02
flag__RSTO -1.340125e-02 -5.663037e-02 -2.985818e-02 1.872022e-03
flag__RSTOS0 -8.612744e-04 -5.359176e-04 6.189767e-03 3.242100e-03
flag__RSTR 3.373011e-03 2.613480e-02 6.276243e-02 2.280370e-02
flag__S0 3.944456e-03 7.621562e-03 -2.288651e-01 -1.278878e-01
flag__S1 1.035964e-03 2.742796e-03 9.182316e-02 3.839044e-02
flag__S2 -3.555381e-03 -2.229683e-03 -2.843164e-02 -9.487781e-03
flag__S3 6.443835e-05 -8.941811e-05 3.754831e-03 1.563565e-03
flag__SF -3.056332e-03 1.881795e-03 1.151651e-02 1.254681e-02
flag__SH 1.601044e-04 -9.431935e-03 1.280961e-01 7.497733e-02
PC69 PC70 PC71 PC72 \
duration 1.493699e-03 4.763151e-05 3.699594e-04 1.153481e-04
src_bytes -2.481069e-03 -2.339146e-04 -2.305062e-04 -1.413869e-04
dst_bytes -3.074872e-03 -7.785964e-04 -1.638075e-03 -6.503663e-04
land 1.936712e-04 -7.228655e-05 1.082924e-04 2.615735e-04
wrong_fragment 3.014824e-04 1.730545e-04 -1.731227e-04 -2.313136e-04
urgent 1.097429e-04 -1.104202e-05 8.158476e-05 5.116311e-04
hot 2.457138e-03 -2.348310e-04 -4.771527e-04 -2.106894e-03
num_failed_logins 1.283314e-05 1.543292e-05 1.316037e-05 -5.414015e-05
logged_in -7.925064e-03 -1.859584e-03 -1.227913e-03 2.601216e-03
num_compromised -1.175161e-04 -2.208153e-05 -2.219349e-04 -3.773917e-04
root_shell 3.380485e-04 -1.198547e-04 4.036482e-04 1.607442e-04
su_attempted 6.077747e-04 3.547366e-05 3.250694e-04 5.720877e-04
num_root 1.101357e-04 6.990847e-05 7.203807e-05 -1.888531e-06
num_file_creations -7.536522e-06 2.472589e-05 -4.386083e-05 -1.179553e-04
num_shells 7.597903e-07 1.137826e-05 5.382714e-06 4.390548e-05
num_access_files 2.367824e-05 -5.315227e-06 4.362592e-05 1.390415e-04
num_outbound_cmds 3.989864e-17 1.001261e-16 1.214306e-16 6.201636e-17
is_host_login -7.331537e-06 5.255804e-06 -3.405799e-07 -6.955558e-06
is_guest_login -7.319070e-03 1.009516e-03 2.465518e-03 8.522521e-03
count 1.045756e-02 -1.705074e-03 5.049921e-03 1.123756e-02
srv_count -6.317204e-03 1.051170e-03 -2.722318e-03 -6.822298e-03
serror_rate -3.684590e-02 -6.846015e-03 -1.680496e-02 -1.395547e-02
srv_serror_rate 5.151176e-02 1.077727e-02 2.658176e-02 3.082334e-02
rerror_rate -1.548750e-02 -4.240150e-03 -5.060241e-03 -2.358948e-03
srv_rerror_rate 1.874814e-02 4.841549e-03 7.008519e-03 1.000515e-02
same_srv_rate -3.332738e-04 -2.206408e-03 -1.154066e-03 2.908798e-04
diff_srv_rate 1.511508e-04 1.148012e-04 -5.629874e-04 -7.987395e-04
srv_diff_host_rate -1.694261e-05 4.460250e-05 8.788933e-05 -3.437310e-04
dst_host_count -6.893498e-04 -1.416539e-04 -2.295681e-04 -2.338505e-04
dst_host_srv_count 5.772988e-05 -1.780512e-04 2.593986e-04 -7.035767e-05
... ... ... ... ...
service__remote_job -6.566035e-04 2.317524e-04 1.534856e-03 -1.888997e-04
service__rje -1.129663e-03 2.903636e-04 1.565960e-03 -6.181465e-04
service__shell -1.178614e-03 1.243584e-04 -5.367231e-04 -3.013161e-03
service__smtp 1.958837e-02 -2.049633e-03 -2.314581e-03 2.222025e-02
service__sql_net -5.814104e-03 2.176235e-03 6.730114e-03 -5.039407e-03
service__ssh -5.431348e-03 2.148095e-03 8.942838e-03 -1.188540e-02
service__sunrpc 1.717930e-02 -2.270123e-03 -8.344045e-03 -6.023330e-02
service__supdup 2.498004e-02 -1.345824e-02 -4.855737e-02 1.448453e-02
service__systat -3.954292e-01 -6.787926e-01 -3.711361e-01 1.476848e-02
service__telnet 1.049592e-02 -1.131293e-03 2.203378e-03 2.337220e-02
service__tftp_u 4.273264e-05 3.561888e-05 1.033765e-04 3.921188e-05
service__tim_i -4.575775e-05 -1.157422e-05 -2.161572e-07 -1.399151e-05
service__time -1.880840e-02 2.388026e-04 4.007031e-03 4.575399e-02
service__urh_i -1.982249e-05 -1.827325e-05 -9.018855e-06 -1.900841e-05
service__urp_i 1.978432e-03 -6.195932e-03 -1.594121e-03 2.695108e-03
service__uucp 6.414678e-03 -1.041529e-03 1.661640e-02 5.292347e-02
service__uucp_path 5.778644e-03 -4.903518e-03 -2.409393e-02 1.603499e-03
service__vmnet 6.947506e-03 -6.558560e-03 -3.230635e-02 1.171229e-03
service__whois 6.506092e-03 -5.006866e-03 -2.310824e-02 2.841707e-03
flag__OTH -1.253420e-03 -3.846199e-04 -1.421478e-03 -4.072802e-03
flag__REJ -2.028046e-02 2.261688e-03 1.295879e-02 1.266428e-02
flag__RSTO 1.755929e-02 -8.617197e-03 -3.425637e-02 -4.298400e-02
flag__RSTOS0 3.318223e-03 -1.502308e-03 -1.021833e-03 1.095111e-04
flag__RSTR 5.649770e-04 6.560812e-03 2.175246e-02 2.854919e-02
flag__S0 -3.886720e-02 -8.231212e-03 -1.589661e-02 -1.848372e-02
flag__S1 8.193193e-03 8.026526e-04 5.675424e-03 8.165075e-03
flag__S2 -6.771659e-04 -5.286684e-04 -1.451596e-03 -1.678116e-03
flag__S3 2.533513e-04 -7.563793e-05 -4.766937e-05 -1.675576e-04
flag__SF 1.145696e-02 4.943606e-03 1.097523e-02 2.104637e-02
flag__SH 1.973225e-02 4.770884e-03 2.733642e-03 -3.148227e-03
PC73 PC74 PC75 PC76 \
duration 5.536413e-04 5.701777e-04 3.009901e-04 -4.691821e-04
src_bytes -3.932778e-04 -4.622386e-04 -6.054380e-05 2.123352e-03
dst_bytes -9.114569e-04 -1.501941e-03 -1.137616e-03 3.454159e-03
land -2.580422e-05 4.428810e-05 4.065242e-04 -3.577030e-03
wrong_fragment -1.058636e-04 -1.628899e-04 -4.227213e-04 2.753117e-03
urgent -2.064721e-04 -1.297300e-04 6.834445e-04 7.641687e-04
hot 1.200915e-03 5.071345e-04 -3.364609e-04 2.093167e-05
num_failed_logins 3.081685e-05 1.626438e-05 -1.065990e-04 2.461950e-04
logged_in -3.085862e-03 -3.802979e-03 -2.921774e-03 2.204242e-02
num_compromised -1.984419e-05 -4.915653e-05 -4.228124e-05 -2.480805e-03
root_shell 2.175987e-04 1.462963e-04 -1.460019e-06 4.263178e-03
su_attempted -1.916069e-04 -2.515877e-04 -5.797284e-04 7.425073e-03
num_root 8.917053e-05 8.779686e-05 -1.382634e-05 5.072491e-04
num_file_creations 6.373419e-06 4.696816e-05 1.288719e-04 -1.878780e-03
num_shells -2.577255e-05 -1.840555e-05 -1.237239e-05 2.108122e-04
num_access_files -3.706141e-05 -2.089473e-05 5.113708e-05 5.746958e-04
num_outbound_cmds 7.372575e-17 1.491862e-16 2.341877e-17 7.632783e-17
is_host_login 4.736242e-07 -1.505618e-06 -1.228685e-05 8.074903e-05
is_guest_login -4.559416e-03 -2.276663e-03 -2.441369e-04 1.913992e-02
count 4.607514e-04 2.431283e-03 4.949083e-03 -1.170799e-02
srv_count 5.176688e-05 -1.164495e-03 -2.796970e-03 6.714956e-03
serror_rate -4.334691e-03 -6.241772e-03 9.380121e-03 -1.291706e-01
srv_serror_rate 5.454343e-03 2.530382e-02 2.960279e-02 -2.145803e-01
rerror_rate -3.545544e-03 -2.525561e-03 6.298789e-03 -5.871931e-02
srv_rerror_rate 2.242123e-03 1.079941e-02 1.558169e-02 -1.466778e-01
same_srv_rate 1.024963e-03 -8.367780e-04 -1.588135e-04 -1.808323e-02
diff_srv_rate 4.099436e-04 -2.032908e-04 -5.534747e-04 -2.216615e-03
srv_diff_host_rate 2.527411e-04 1.235013e-04 -9.967401e-05 1.047993e-03
dst_host_count 1.666820e-05 -1.672365e-04 -2.742956e-04 1.504557e-03
dst_host_srv_count 2.094712e-04 3.157339e-04 3.916656e-04 -2.305729e-03
... ... ... ... ...
service__remote_job 1.076357e-03 1.562425e-03 1.118672e-03 -9.667001e-04
service__rje 1.202030e-03 1.658398e-03 1.064912e-03 -5.417749e-04
service__shell 1.061232e-03 4.483537e-04 -4.748538e-04 4.072668e-05
service__smtp -1.150133e-02 -7.347675e-03 2.161501e-03 -1.355441e-02
service__sql_net 6.751602e-03 8.300831e-03 3.637603e-03 6.369328e-03
service__ssh 1.274141e-02 1.382807e-02 5.941437e-03 -1.565109e-03
service__sunrpc 3.507288e-02 2.191817e-02 -8.809335e-03 -4.101853e-02
service__supdup -3.489361e-02 -3.772443e-02 -1.934233e-02 2.806958e-03
service__systat -1.206135e-01 -1.057065e-01 -5.133869e-02 1.270601e-02
service__telnet -9.731346e-03 -3.908886e-03 5.357045e-03 -1.743970e-02
service__tftp_u 3.437340e-05 8.704952e-05 6.547760e-05 7.974739e-05
service__tim_i 1.574599e-05 1.016602e-05 1.166585e-05 -1.433267e-04
service__time -2.602640e-02 -1.469222e-02 2.600512e-03 1.887539e-02
service__urh_i 1.312053e-05 3.042437e-06 2.877929e-06 -2.935419e-04
service__urp_i 8.627272e-05 -2.844378e-03 1.013430e-03 -1.056561e-02
service__uucp -1.567358e-02 -3.323416e-03 1.241804e-02 -4.377846e-03
service__uucp_path -1.708027e-02 -2.105990e-02 -1.259068e-02 1.210832e-03
service__vmnet -2.195738e-02 -2.687239e-02 -1.629763e-02 4.978766e-03
service__whois -1.665826e-02 -2.045017e-02 -1.218451e-02 2.994026e-03
flag__OTH 7.721360e-04 -2.838387e-03 -7.680528e-03 6.720200e-02
flag__REJ -1.681365e-03 3.281641e-03 2.077053e-03 5.748521e-02
flag__RSTO 3.063486e-03 -1.571146e-02 -2.678550e-02 3.597212e-02
flag__RSTOS0 2.424796e-03 1.812043e-03 2.489357e-03 -7.600118e-03
flag__RSTR -3.523365e-03 5.434253e-03 7.651204e-03 6.171009e-02
flag__S0 -3.421993e-03 -9.989600e-03 -3.568274e-03 -5.560280e-02
flag__S1 -2.372090e-03 -1.026925e-02 -3.023873e-02 3.376256e-01
flag__S2 -5.647142e-05 -1.999858e-03 -3.089073e-03 2.828760e-02
flag__S3 -4.154548e-05 -8.122081e-04 -1.975865e-03 1.928674e-02
flag__SF 1.365928e-03 2.988986e-02 6.518380e-02 -5.923702e-01
flag__SH 3.470483e-03 1.202966e-03 -4.063438e-03 4.800376e-02
PC77 PC78 PC79 PC80 \
duration 1.974644e-03 1.541637e-03 6.102561e-04 -5.474739e-04
src_bytes -1.914481e-03 -1.095473e-03 -1.023257e-03 4.015354e-04
dst_bytes -1.279232e-03 -3.146027e-03 -6.340487e-04 1.239747e-03
land -2.867703e-03 -1.312286e-03 3.452920e-04 3.081049e-04
wrong_fragment 2.132673e-03 5.712184e-04 -4.745024e-04 -1.614122e-04
urgent 4.887373e-04 -9.288855e-04 5.639498e-04 4.388047e-04
hot 4.838656e-03 1.230006e-03 2.773342e-03 5.202738e-04
num_failed_logins 1.938644e-04 2.701628e-04 -1.143866e-04 -9.903028e-05
logged_in 5.037222e-03 1.831114e-03 -5.151780e-03 -7.625953e-04
num_compromised -1.968114e-03 -1.391648e-03 3.780581e-04 5.559690e-04
root_shell 3.854670e-03 2.682273e-03 -2.868299e-04 -9.493529e-04
su_attempted 5.975419e-03 3.653311e-03 -1.275538e-03 -1.511505e-03
num_root 5.537744e-04 5.132635e-04 -1.045925e-04 -1.861962e-04
num_file_creations -1.421645e-03 -8.688275e-04 2.459346e-04 3.063450e-04
num_shells 1.115142e-04 4.947544e-05 -5.478213e-05 -2.488562e-05
num_access_files 4.250161e-04 1.870320e-04 -3.931580e-05 -7.579691e-05
num_outbound_cmds 2.220446e-16 -6.938894e-18 8.760354e-17 1.448494e-16
is_host_login 3.810677e-05 2.832237e-05 -2.181581e-05 -6.440609e-06
is_guest_login -2.629087e-03 5.196547e-03 -1.367074e-02 -5.513765e-03
count 5.653525e-03 1.582376e-02 -1.716046e-04 -1.109265e-02
srv_count -3.629803e-03 -9.088006e-03 1.339116e-04 6.651528e-03
serror_rate -1.184957e-01 -8.525926e-02 2.360953e-02 3.268539e-02
srv_serror_rate -1.267468e-01 -2.466783e-02 3.419457e-03 -8.415131e-03
rerror_rate -5.124029e-02 -3.493781e-02 9.389271e-03 1.298166e-02
srv_rerror_rate -9.924409e-02 -3.842246e-02 7.815346e-03 4.412227e-03
same_srv_rate -1.396150e-02 -7.745747e-03 6.358449e-03 3.372928e-03
diff_srv_rate -1.515923e-03 -2.529219e-03 1.847270e-03 1.371753e-03
srv_diff_host_rate 8.433506e-04 4.577975e-04 1.571596e-04 9.147243e-05
dst_host_count -2.118789e-05 -2.104459e-04 -2.207984e-04 2.425893e-04
dst_host_srv_count -1.297784e-03 1.864493e-04 4.559876e-04 2.278682e-05
... ... ... ... ...
service__remote_job -1.448371e-03 2.928433e-03 1.585691e-04 -3.099869e-04
service__rje -1.875893e-03 2.736387e-03 2.092862e-04 1.343631e-04
service__shell -5.026321e-04 -2.041853e-03 2.409594e-03 2.883615e-03
service__smtp 1.121867e-02 4.033090e-03 -9.716377e-03 -1.734551e-02
service__sql_net -3.985414e-03 1.468512e-02 1.007710e-03 2.263818e-03
service__ssh -5.467685e-03 2.158987e-02 1.374774e-02 9.508770e-03
service__sunrpc 8.028880e-02 -5.593554e-03 1.901596e-01 1.317050e-01
service__supdup 1.471215e-02 -5.301818e-02 -5.409736e-03 1.326740e-03
service__systat 1.680659e-02 -1.247003e-01 -5.706502e-03 1.444247e-02
service__telnet -5.007219e-03 5.185028e-03 -1.401571e-02 -1.712663e-02
service__tftp_u 1.391430e-04 2.782296e-04 -4.983383e-05 -9.819623e-05
service__tim_i -1.668111e-04 -6.111277e-05 2.507771e-05 3.642117e-05
service__time -2.608256e-02 -3.624812e-04 -4.248567e-02 -2.273921e-02
service__urh_i -2.484162e-04 -1.351440e-04 8.940253e-05 7.906354e-05
service__urp_i -4.769911e-03 1.458054e-04 2.768875e-03 -1.802293e-03
service__uucp -1.211152e-02 3.080968e-02 -3.499530e-02 -3.623245e-02
service__uucp_path 3.698943e-03 -3.941773e-02 -1.597172e-03 5.572322e-03
service__vmnet 6.250334e-03 -4.798383e-02 -2.049702e-03 7.057892e-03
service__whois 5.882681e-03 -3.638795e-02 -2.140012e-03 4.212332e-03
flag__OTH 4.938205e-02 2.222505e-02 -4.124286e-03 -4.059968e-03
flag__REJ 7.378389e-03 3.462803e-02 -2.706538e-02 -1.428346e-02
flag__RSTO 7.136430e-02 -3.715493e-02 4.360519e-02 3.276606e-02
flag__RSTOS0 -2.875722e-03 -3.646193e-03 2.464146e-04 -1.411040e-03
flag__RSTR 3.688776e-02 6.204377e-02 -3.134291e-02 -3.303944e-02
flag__S0 -8.669053e-02 -7.065650e-02 1.204142e-02 3.061276e-02
flag__S1 2.603926e-01 1.524219e-01 -4.588492e-02 -5.274363e-02
flag__S2 2.291392e-02 8.165255e-03 2.545716e-04 -7.527252e-04
flag__S3 1.466510e-02 7.224309e-03 -1.652641e-03 -1.856116e-03
flag__SF -4.321964e-01 -2.009405e-01 4.854066e-02 4.753549e-02
flag__SH 5.877858e-02 2.568987e-02 5.381883e-03 -2.767921e-03
PC81 PC82 PC83 PC84 \
duration -4.620698e-04 4.459054e-04 9.055803e-05 4.178189e-04
src_bytes 9.122605e-04 -5.173455e-04 2.136189e-04 -3.606976e-04
dst_bytes -3.291677e-04 -5.003143e-04 1.936227e-04 -9.678356e-04
land -1.353626e-04 -3.517905e-05 5.709902e-05 -2.441263e-05
wrong_fragment 1.641884e-04 1.046962e-05 -2.368149e-04 -3.957240e-05
urgent -9.358598e-06 1.986733e-04 3.597739e-05 8.298807e-05
hot -1.565229e-03 2.623645e-03 5.456883e-04 1.530554e-03
num_failed_logins 5.013117e-05 -2.596243e-05 -2.264631e-05 -7.562239e-06
logged_in 2.606443e-03 -4.246045e-03 -9.466299e-04 -3.148469e-03
num_compromised -1.261208e-04 2.986036e-04 3.680089e-05 1.248762e-04
root_shell 2.531611e-04 -5.922700e-05 -3.773888e-05 -8.011966e-05
su_attempted 2.073628e-04 -6.498760e-04 -4.623066e-04 -5.097270e-04
num_root 3.920088e-05 -2.699974e-05 1.978298e-06 4.271733e-05
num_file_creations -1.913659e-05 1.375908e-04 1.626345e-05 7.778898e-05
num_shells 1.246269e-05 -3.391428e-05 -1.241649e-05 -1.956404e-05
num_access_files 1.679675e-05 -6.428773e-05 -1.028656e-05 -3.722566e-05
num_outbound_cmds 9.540979e-17 6.071532e-17 -4.857226e-17 -1.196959e-16
is_host_login 1.482244e-05 -5.410713e-06 -1.676919e-06 -1.327751e-06
is_guest_login 7.042618e-03 -1.339815e-02 -3.398075e-03 -7.622975e-03
count -4.098028e-03 -4.000115e-03 1.176643e-04 -9.123168e-04
srv_count 2.701691e-03 2.582772e-03 -3.122124e-06 6.776415e-04
serror_rate -1.196272e-02 1.993952e-03 8.153703e-03 2.309882e-03
srv_serror_rate 1.082896e-02 -4.587823e-03 -4.993747e-03 -2.000308e-03
rerror_rate -8.310468e-03 -3.096321e-03 5.185550e-03 1.918784e-03
srv_rerror_rate 5.551786e-03 1.359963e-03 -3.361975e-03 -2.464601e-03
same_srv_rate -4.445512e-03 2.152923e-03 1.929966e-03 4.171836e-04
diff_srv_rate -1.358589e-03 9.371482e-04 3.502122e-04 4.784875e-04
srv_diff_host_rate 9.663899e-05 3.084435e-04 8.457032e-05 2.073716e-04
dst_host_count 2.617700e-04 -1.579253e-06 1.806904e-04 -1.672676e-04
dst_host_srv_count 2.311856e-04 4.274058e-04 1.477059e-04 2.534379e-04
... ... ... ... ...
service__remote_job 3.375954e-03 9.238898e-04 4.583489e-04 1.225883e-03
service__rje 4.035593e-03 1.258406e-03 5.344047e-04 1.442602e-03
service__shell 8.393423e-04 3.519095e-03 1.040841e-03 2.227354e-03
service__smtp -1.689030e-02 -1.581046e-02 -5.791771e-03 -9.069319e-03
service__sql_net 2.528151e-02 1.086088e-02 3.756695e-03 1.142114e-02
service__ssh 4.481027e-02 4.561935e-02 1.478749e-02 4.995788e-02
service__sunrpc 8.482618e-01 -3.877546e-01 -8.616239e-02 -1.187364e-01
service__supdup -4.129103e-02 -1.425267e-02 -5.060457e-03 -1.381149e-02
service__systat -6.065250e-02 -1.641231e-02 -6.631273e-03 -1.750466e-02
service__telnet -8.476355e-03 -1.946502e-02 -4.984292e-03 -1.064186e-02
service__tftp_u 1.456738e-04 -9.368532e-06 -1.846028e-05 4.373172e-05
service__tim_i 3.543482e-05 2.016348e-05 1.848442e-05 1.018419e-05
service__time 1.866751e-03 -4.142380e-02 -1.078758e-02 -2.315420e-02
service__urh_i -8.376545e-06 5.192443e-05 2.189567e-05 2.853953e-05
service__urp_i -5.783789e-03 -1.464003e-04 1.260849e-03 -1.555897e-03
service__uucp -4.086743e-04 -4.076047e-02 -8.958057e-03 -2.027376e-02
service__uucp_path -2.772805e-02 -8.201285e-03 -3.561176e-03 -9.383139e-03
service__vmnet -3.216884e-02 -9.200444e-03 -4.045241e-03 -1.061163e-02
service__whois -2.748253e-02 -8.542507e-03 -3.438399e-03 -9.526592e-03
flag__OTH 2.871174e-03 1.271866e-03 -3.550530e-04 3.979591e-04
flag__REJ 2.691850e-02 -2.083214e-02 -4.289441e-03 -8.970340e-03
flag__RSTO -4.421276e-02 4.624482e-02 9.691475e-03 1.809711e-02
flag__RSTOS0 -4.063782e-03 1.504883e-03 2.761254e-03 -6.060228e-04
flag__RSTR 1.995162e-02 -2.780079e-02 -8.171921e-03 -8.490677e-03
flag__S0 1.718411e-03 7.185298e-03 3.572632e-03 -1.321796e-03
flag__S1 8.259616e-03 -1.865089e-02 -1.073281e-02 -1.192415e-02
flag__S2 -3.393301e-03 1.950466e-03 1.300592e-03 2.100512e-03
flag__S3 -1.267288e-04 2.075117e-04 -9.230032e-05 1.873669e-04
flag__SF -1.642900e-03 -4.446134e-03 5.669006e-03 -3.375371e-04
flag__SH -6.279846e-03 1.336511e-02 6.465629e-04 1.086757e-02
PC85 PC86 PC87 PC88 \
duration 4.409967e-04 6.907930e-04 -5.645568e-04 1.184463e-03
src_bytes 2.496154e-04 -5.504749e-04 6.570514e-04 6.998248e-03
dst_bytes -1.540201e-03 -1.477869e-03 6.683977e-04 -2.695130e-03
land -6.419919e-04 -8.383522e-05 -3.102331e-04 -2.241888e-03
wrong_fragment -6.233286e-05 -3.478550e-04 3.142927e-04 1.003779e-03
urgent 4.236176e-05 1.905687e-05 -1.242326e-05 4.754506e-05
hot 1.487580e-03 1.524643e-03 -1.346236e-03 4.522021e-03
num_failed_logins 7.981642e-06 1.770322e-05 2.131023e-05 1.962255e-04
logged_in -8.363697e-03 -2.465823e-03 1.002187e-04 -1.215576e-02
num_compromised -2.978532e-05 -1.615091e-04 -5.788650e-05 6.452486e-04
root_shell 3.202732e-04 9.926044e-04 -1.435651e-05 1.708617e-03
su_attempted -1.396624e-05 1.475931e-04 6.852412e-04 -2.822196e-03
num_root 1.788060e-04 8.803743e-05 1.464939e-05 5.042744e-04
num_file_creations 5.068663e-05 -5.356968e-05 -1.565306e-05 3.879639e-04
num_shells -2.651833e-05 -2.908080e-05 2.166124e-05 -7.711886e-05
num_access_files -3.902359e-05 2.026352e-05 4.095313e-06 -3.630301e-04
num_outbound_cmds 2.168404e-17 6.245005e-17 -7.806256e-18 1.370432e-16
is_host_login -6.814584e-06 -9.445302e-06 1.351985e-05 1.840907e-05
is_guest_login -8.473947e-03 -7.782936e-03 7.789302e-03 -4.909137e-02
count 2.122641e-03 7.732995e-03 -5.949471e-03 6.712493e-05
srv_count -1.239546e-03 -4.471356e-03 3.665509e-03 -5.045043e-05
serror_rate -2.935690e-03 -3.318266e-03 -3.287881e-03 -2.147152e-02
srv_serror_rate 3.746698e-03 5.615398e-03 4.171212e-03 1.482017e-02
rerror_rate -1.521608e-03 -1.985726e-03 -2.684058e-03 -9.429165e-03
srv_rerror_rate -1.265878e-03 2.183722e-03 3.359626e-03 -1.046855e-02
same_srv_rate -1.503316e-03 2.654740e-03 -4.109825e-03 -1.559684e-02
diff_srv_rate -3.880486e-04 -3.540476e-04 -1.255095e-03 -4.506629e-03
srv_diff_host_rate 2.111329e-04 1.083145e-04 -4.280878e-05 4.228013e-04
dst_host_count 7.820041e-05 -1.694912e-04 3.762019e-04 -4.277648e-05
dst_host_srv_count 5.395041e-04 8.511114e-04 -7.373639e-05 2.410564e-03
... ... ... ... ...
service__remote_job 3.606553e-03 3.938743e-03 1.001815e-03 5.768759e-03
service__rje 3.879192e-03 4.105348e-03 1.499494e-03 5.824127e-03
service__shell 2.513309e-03 1.429404e-03 3.019208e-04 2.288740e-03
service__smtp -9.338661e-03 -6.767390e-03 -4.984098e-03 1.601753e-02
service__sql_net 3.916041e-02 4.057376e-02 2.009999e-02 4.274002e-01
service__ssh 9.298992e-01 -3.124715e-01 -3.271097e-02 -6.562435e-02
service__sunrpc -6.414720e-02 -4.898801e-02 1.815485e-02 -4.058363e-02
service__supdup -2.721527e-02 -2.414021e-02 -5.558152e-03 -2.935446e-02
service__systat -3.485946e-02 -3.195831e-02 -5.385253e-03 -3.464078e-02
service__telnet -9.138256e-03 -6.867408e-03 -1.915559e-03 9.478576e-03
service__tftp_u 1.414928e-04 1.232494e-04 3.836711e-05 2.788684e-04
service__tim_i 5.238092e-05 4.614961e-05 1.907722e-05 2.053855e-04
service__time -2.321401e-02 -1.990943e-02 7.427988e-03 -1.704313e-02
service__urh_i 2.828250e-05 4.703200e-05 -2.808424e-05 -2.268492e-04
service__urp_i -4.861074e-03 3.093643e-03 -2.507449e-03 -6.858740e-03
service__uucp -1.580699e-02 -7.344727e-03 5.932754e-04 -1.825400e-02
service__uucp_path -2.195108e-02 -2.109859e-02 -3.728806e-03 -2.561593e-02
service__vmnet -2.436247e-02 -2.340472e-02 -3.912821e-03 -2.760107e-02
service__whois -2.148479e-02 -2.045372e-02 -3.884494e-03 -2.493167e-02
flag__OTH 1.439183e-03 1.278948e-03 2.777231e-03 6.585082e-03
flag__REJ -5.273466e-04 6.621624e-04 1.375409e-02 9.802225e-03
flag__RSTO -3.394201e-03 -4.657783e-03 -1.951360e-02 2.497536e-04
flag__RSTOS0 4.211005e-03 -2.038982e-03 -2.469451e-03 -2.397125e-03
flag__RSTR 3.151358e-03 3.539410e-03 5.260937e-03 2.336478e-02
flag__S0 -1.069145e-02 -8.805271e-03 1.646996e-03 -1.623942e-02
flag__S1 -5.090504e-03 7.273410e-03 1.128631e-02 -1.151268e-01
flag__S2 1.403718e-03 -4.990366e-04 -5.159711e-03 3.956957e-02
flag__S3 1.936595e-04 -2.685661e-04 -7.800732e-04 1.013073e-02
flag__SF -1.434281e-04 4.426818e-03 5.037762e-03 -5.679179e-02
flag__SH 9.448005e-03 -9.111097e-04 -1.184048e-02 1.008530e-01
PC89 PC90 PC91 PC92 \
duration -4.987926e-04 2.745877e-03 -6.182603e-03 8.039081e-04
src_bytes -3.648310e-03 -9.342307e-03 -8.501096e-03 -4.799191e-03
dst_bytes 1.807642e-03 -1.990826e-02 -8.712376e-03 -9.554439e-03
land 1.869754e-03 -6.975143e-03 1.920772e-03 1.438514e-04
wrong_fragment -6.028212e-04 -3.189910e-04 -2.056786e-03 4.156218e-03
urgent -2.292847e-05 3.460531e-04 -3.580410e-05 2.121135e-05
hot -1.268403e-03 4.050212e-03 2.512834e-03 1.833300e-03
num_failed_logins -1.122927e-04 1.766033e-04 1.053308e-04 1.067084e-04
logged_in 1.006484e-02 -5.891109e-02 -1.135487e-02 -4.049732e-03
num_compromised 4.113899e-07 -2.591595e-03 2.721043e-03 1.120868e-03
root_shell -2.175415e-03 1.464308e-02 -2.422204e-02 -1.642711e-02
su_attempted -2.074039e-03 3.598406e-02 -1.188329e-02 -4.802881e-03
num_root -2.709300e-04 2.147395e-04 -3.622909e-05 1.064730e-04
num_file_creations -1.711872e-05 -1.333697e-03 1.455206e-03 5.002311e-04
num_shells 4.310648e-06 1.336517e-04 -7.594387e-05 1.479712e-05
num_access_files 1.201190e-04 5.800144e-04 -1.266598e-04 -4.347486e-05
num_outbound_cmds -3.469447e-17 3.469447e-17 -3.053113e-16 1.752071e-16
is_host_login -1.291114e-05 -1.911192e-05 1.481860e-04 9.875478e-05
is_guest_login 1.524775e-02 2.919832e-02 1.860298e-02 1.918793e-02
count 1.393539e-03 -3.969259e-03 1.336775e-03 -3.867472e-03
srv_count -8.735620e-04 3.945741e-03 -1.616102e-03 3.351615e-03
serror_rate 1.325788e-02 2.165121e-02 2.235725e-02 1.113995e-03
srv_serror_rate -8.733357e-03 5.057145e-03 -7.704989e-03 1.676624e-03
rerror_rate 5.899325e-03 3.283303e-02 1.545687e-02 4.770317e-03
srv_rerror_rate -1.735162e-03 6.210659e-02 -1.588976e-02 -2.996100e-03
same_srv_rate 9.348160e-03 -4.830128e-04 -1.387970e-03 -1.152365e-02
diff_srv_rate 2.653761e-03 -3.683143e-03 -2.308693e-03 -4.541736e-03
srv_diff_host_rate 7.306640e-06 -8.491982e-04 1.480005e-04 1.433382e-04
dst_host_count 3.208791e-05 -1.018624e-03 4.466586e-03 3.747400e-03
dst_host_srv_count -1.179319e-03 3.401615e-03 1.215527e-03 3.121640e-03
... ... ... ... ...
service__remote_job 1.546874e-03 1.161978e-03 5.003110e-03 1.518880e-02
service__rje 2.211990e-03 1.390672e-03 7.113298e-03 1.974972e-02
service__shell 2.572217e-03 1.094871e-02 5.847935e-03 1.565323e-02
service__smtp -2.281244e-02 1.601648e-02 1.140393e-02 -6.429926e-03
service__sql_net 8.842532e-01 7.567069e-02 -2.570622e-02 -5.324953e-02
service__ssh -2.469409e-02 3.994364e-03 -1.447874e-02 -3.661362e-02
service__sunrpc -1.867120e-02 -1.279695e-02 -1.556891e-02 -3.531726e-02
service__supdup -4.958954e-03 1.087866e-03 -1.317269e-02 -2.712692e-02
service__systat -5.124126e-03 2.542243e-03 -1.366466e-02 -2.804015e-02
service__telnet -1.767512e-02 -1.559448e-02 1.056170e-02 -1.066997e-02
service__tftp_u -2.213280e-05 -2.984923e-05 4.681724e-04 -5.674453e-04
service__tim_i -9.144181e-05 2.978689e-04 -2.527578e-04 -6.551440e-04
service__time -1.362731e-02 -1.357371e-02 -1.280734e-02 -2.700276e-02
service__urh_i 1.858101e-04 2.207905e-04 1.014481e-04 -7.618948e-04
service__urp_i 1.171485e-03 2.082203e-02 5.483359e-04 9.811553e-03
service__uucp -9.524061e-03 -1.070670e-02 -9.176884e-03 -2.859588e-02
service__uucp_path -3.935675e-03 2.675601e-03 -1.268102e-02 -2.485813e-02
service__vmnet -4.123573e-03 2.255679e-03 -1.319651e-02 -2.572807e-02
service__whois -4.130894e-03 1.366928e-03 -1.196339e-02 -2.453054e-02
flag__OTH 4.895689e-03 -5.243220e-02 -3.751526e-03 -3.044206e-03
flag__REJ -6.261864e-03 -5.896001e-02 2.174415e-02 6.756653e-03
flag__RSTO 1.297748e-02 -3.074460e-02 1.549091e-02 1.352405e-02
flag__RSTOS0 -1.731296e-03 2.193528e-02 -5.548848e-02 -3.022112e-02
flag__RSTR -1.131253e-02 -9.530459e-02 -8.002376e-03 -1.574436e-02
flag__S0 7.738465e-03 6.766559e-03 3.829008e-02 2.750258e-02
flag__S1 -8.304913e-03 7.157183e-01 -3.744165e-02 4.062549e-02
flag__S2 8.792275e-04 -2.762975e-01 -8.921203e-02 -1.130375e-01
flag__S3 -2.494448e-04 -6.925886e-02 -4.334817e-03 -1.212514e-02
flag__SF 9.610871e-03 3.161672e-01 6.068654e-02 3.902771e-02
flag__SH -8.241688e-03 -4.775895e-01 6.201920e-02 4.673589e-02
PC93 PC94 PC95 PC96 \
duration -1.762604e-03 -2.361731e-03 4.166903e-03 -2.258693e-04
src_bytes -1.030254e-02 7.357129e-03 -1.780775e-02 8.294305e-04
dst_bytes -3.661197e-03 5.265825e-03 -9.339297e-05 3.101239e-03
land -9.999022e-03 1.843844e-03 -2.053200e-03 1.116963e-02
wrong_fragment 9.898453e-04 2.577163e-04 -1.123840e-05 -4.719745e-04
urgent 7.655394e-05 4.796666e-04 2.899183e-04 -3.533842e-05
hot 9.528129e-03 -2.231542e-02 5.586837e-02 5.261763e-03
num_failed_logins 1.317377e-04 -3.573404e-04 7.191301e-04 1.963348e-04
logged_in -2.743131e-02 -1.259911e-02 1.980438e-02 3.164418e-02
num_compromised 6.982184e-04 2.177271e-02 7.377126e-03 5.697008e-04
root_shell -4.750515e-02 -8.427045e-01 -3.142765e-01 3.503561e-03
su_attempted -2.657887e-02 -3.723418e-01 -2.277819e-01 -2.711703e-02
num_root 1.395290e-03 8.981445e-03 4.937088e-03 8.433138e-05
num_file_creations -4.648406e-04 7.873099e-04 -1.820798e-03 2.692431e-05
num_shells -6.298523e-05 2.992755e-03 8.421731e-06 -7.314099e-05
num_access_files 2.465570e-04 4.183932e-03 3.103919e-03 2.414606e-04
num_outbound_cmds -3.747003e-16 -6.591949e-16 -6.036838e-16 -3.530162e-16
is_host_login 6.183144e-04 3.683641e-03 1.689868e-03 1.241684e-04
is_guest_login -1.348491e-01 3.656022e-01 -8.658766e-01 -9.564675e-02
count -3.412710e-03 9.051314e-04 -1.148123e-03 1.086107e-03
srv_count 2.844915e-03 -8.662949e-04 1.304124e-03 -1.284214e-03
serror_rate -4.612099e-02 -6.732242e-04 6.562581e-03 -4.867713e-03
srv_serror_rate 4.103135e-02 8.103501e-03 -1.684577e-02 -2.444713e-02
rerror_rate -1.279919e-02 -1.861841e-03 2.757560e-03 2.183114e-02
srv_rerror_rate -5.192536e-03 4.550675e-03 -3.692304e-03 1.018383e-02
same_srv_rate 1.161797e-03 -3.355852e-03 7.217601e-03 4.983567e-03
diff_srv_rate -3.462988e-03 -4.326841e-04 2.325269e-03 9.421014e-05
srv_diff_host_rate -3.681683e-04 -1.359570e-04 -4.837916e-04 2.198438e-04
dst_host_count 5.689571e-05 4.184138e-04 -1.441188e-03 -5.311954e-04
dst_host_srv_count 2.180594e-03 -3.686037e-03 4.915325e-03 -3.862406e-04
... ... ... ... ...
service__remote_job 1.433398e-02 -1.464002e-03 -9.030080e-04 2.325644e-02
service__rje 8.500728e-03 -4.182364e-03 6.517785e-03 -4.114866e-03
service__shell 8.757931e-03 -9.729126e-04 2.909962e-03 -7.767413e-03
service__smtp -1.592659e-03 9.825339e-03 -1.767420e-02 -1.323592e-02
service__sql_net -8.830421e-03 4.521810e-03 -4.814631e-03 -4.487430e-04
service__ssh -8.073525e-03 3.307948e-03 -3.061698e-03 -4.477625e-03
service__sunrpc -5.545517e-03 1.235940e-04 3.611370e-03 4.431655e-03
service__supdup -4.319263e-03 2.174724e-03 -2.037636e-03 3.425375e-04
service__systat -5.013255e-03 2.018751e-03 -1.250259e-03 -1.911737e-03
service__telnet -8.275953e-03 8.804395e-03 -1.441793e-02 -6.795219e-04
service__tftp_u -1.192696e-04 -2.182861e-04 3.876483e-04 -2.217077e-05
service__tim_i 7.927736e-05 2.834286e-04 -7.631749e-04 3.961516e-05
service__time -1.401712e-02 1.824266e-03 -1.126397e-03 3.827811e-03
service__urh_i 3.462238e-04 -5.857862e-04 9.823439e-04 2.772745e-04
service__urp_i 1.375520e-02 1.903130e-03 -3.736457e-04 7.931983e-04
service__uucp -6.620040e-03 9.671808e-04 1.713302e-03 5.214948e-03
service__uucp_path -3.912128e-03 2.028069e-03 -1.664652e-03 -1.735665e-04
service__vmnet -3.644797e-03 1.982742e-03 -1.558786e-03 8.922538e-05
service__whois -4.617141e-03 1.951231e-03 -1.397443e-03 -1.196983e-03
flag__OTH 6.338948e-02 -1.723416e-03 -3.723611e-03 5.407743e-02
flag__REJ -4.000478e-02 -2.809002e-03 7.677701e-03 -1.828095e-01
flag__RSTO -3.984178e-02 6.861112e-03 -1.495251e-02 -2.026279e-01
flag__RSTOS0 3.659663e-01 3.335531e-02 -1.473330e-01 8.165021e-01
flag__RSTR -7.144967e-02 1.298590e-02 -1.255104e-02 -1.831959e-01
flag__S0 -2.292887e-01 -1.050892e-02 4.132962e-02 6.927404e-02
flag__S1 -1.117050e-01 -4.532584e-03 9.578923e-02 -6.150133e-02
flag__S2 6.401588e-01 -2.140130e-02 -4.363471e-02 -4.021877e-01
flag__S3 3.310237e-02 1.342535e-02 -2.207189e-02 5.310199e-02
flag__SF -5.357823e-02 -9.498036e-03 2.590598e-02 -1.042422e-01
flag__SH -5.567487e-01 -1.615441e-02 7.356422e-02 1.436089e-01
PC97 PC98 PC99 PC100 \
duration 2.999295e-04 6.231792e-06 1.943769e-04 -7.257932e-04
src_bytes -6.839037e-04 -1.201291e-03 -7.634185e-05 -6.786189e-03
dst_bytes -3.319614e-04 -7.343066e-04 1.321216e-05 -4.209335e-03
land -2.538965e-04 6.680634e-05 -2.089763e-04 -2.166230e-03
wrong_fragment -2.221700e-04 -1.556991e-04 -3.935231e-05 -2.588610e-04
urgent 2.344293e-05 2.165127e-05 2.439271e-06 5.407995e-05
hot -1.763109e-04 3.188562e-04 1.974711e-04 4.046927e-03
num_failed_logins 3.024701e-07 1.724879e-05 -3.972804e-06 1.286024e-04
logged_in 6.592595e-04 1.092103e-03 -4.356349e-04 3.119680e-03
num_compromised 1.140863e-04 2.342803e-04 -4.340197e-05 1.251474e-03
root_shell -1.717556e-03 -1.767279e-03 6.595230e-04 9.285326e-04
su_attempted -1.864768e-03 -3.129142e-03 -1.109175e-03 -2.589939e-02
num_root 1.045719e-05 -6.850785e-06 3.637999e-05 1.235292e-04
num_file_creations 2.982946e-05 6.799738e-05 -3.052328e-05 3.105821e-04
num_shells 9.459180e-06 -1.051059e-06 -5.596425e-06 -1.182390e-04
num_access_files 1.344105e-05 2.080700e-05 1.303408e-05 1.693705e-04
num_outbound_cmds 9.280771e-17 -3.426892e-16 -7.806256e-18 -4.562323e-16
is_host_login -1.450455e-05 1.128651e-05 -2.912247e-06 1.549457e-04
is_guest_login 8.623330e-03 2.733508e-03 -2.525555e-03 -2.317806e-02
count 1.621183e-04 -5.337726e-04 5.371822e-04 1.412259e-03
srv_count -5.806941e-05 4.029438e-04 -2.996430e-04 -6.487124e-04
serror_rate -4.346376e-06 -2.780524e-04 1.431641e-03 8.731640e-03
srv_serror_rate -4.224396e-05 8.163769e-04 7.247918e-04 1.360169e-02
rerror_rate -2.147264e-03 -2.801055e-03 -2.942548e-04 -6.430653e-03
srv_rerror_rate 1.080676e-03 9.654267e-04 -2.930011e-03 -2.169985e-02
same_srv_rate 2.440342e-04 -2.359985e-04 8.252641e-05 -2.927404e-03
diff_srv_rate 4.380842e-04 1.288766e-04 8.180671e-05 -1.236698e-03
srv_diff_host_rate 1.112491e-04 5.712116e-05 4.460651e-05 2.180271e-04
dst_host_count -2.194311e-04 -1.016594e-04 4.654799e-05 4.515823e-04
dst_host_srv_count -3.655548e-05 3.233768e-04 -6.669310e-05 1.958665e-03
... ... ... ... ...
service__remote_job 1.747584e-01 6.328589e-01 7.098707e-01 -1.970150e-01
service__rje 9.308885e-01 -3.231006e-01 2.213029e-03 -8.925934e-02
service__shell 6.680817e-02 8.894332e-02 -2.246680e-04 1.264175e-01
service__smtp -2.495629e-02 -2.091511e-02 -5.955993e-05 -4.835964e-04
service__sql_net -3.655240e-02 -3.125776e-02 -1.200537e-04 -2.113462e-02
service__ssh -3.289339e-02 -2.843766e-02 2.509985e-05 -1.919589e-02
service__sunrpc -3.185314e-02 -2.727469e-02 -3.333824e-04 -1.910255e-02
service__supdup -2.807283e-02 -2.461320e-02 -1.971369e-04 -1.770015e-02
service__systat -2.883152e-02 -2.509478e-02 -2.493947e-04 -1.847957e-02
service__telnet -2.561712e-02 -2.236481e-02 2.825393e-05 -8.461882e-03
service__tftp_u 9.555363e-04 9.635849e-04 -5.600299e-06 1.207825e-03
service__tim_i 4.269604e-04 3.042984e-04 -5.801361e-06 -5.380964e-04
service__time -2.867124e-02 -2.474906e-02 -2.525770e-04 -1.682885e-02
service__urh_i 5.910057e-04 5.520637e-04 -2.038436e-05 2.121518e-04
service__urp_i -5.844628e-03 -4.467935e-03 -1.363796e-04 -7.522907e-05
service__uucp -2.768735e-02 -2.456544e-02 1.188079e-04 -1.560979e-02
service__uucp_path -2.697056e-02 -2.363363e-02 -3.165963e-04 -1.754776e-02
service__vmnet -2.742935e-02 -2.399695e-02 -3.237990e-04 -1.777116e-02
service__whois -2.690087e-02 -2.362854e-02 -2.216567e-04 -1.741757e-02
flag__OTH -3.063329e-04 -1.984940e-03 -3.199752e-04 2.815819e-02
flag__REJ -1.493313e-03 4.196157e-03 1.026985e-02 7.143562e-02
flag__RSTO 3.727772e-03 7.609119e-03 1.041164e-02 7.165163e-02
flag__RSTOS0 -8.312857e-04 -1.330244e-02 -1.541253e-02 1.633638e-02
flag__RSTR 1.223459e-03 6.229771e-03 1.047064e-02 8.113891e-02
flag__S0 -2.431481e-03 -2.512038e-03 -4.984057e-03 -7.197441e-02
flag__S1 -2.594478e-04 3.272046e-04 -3.103907e-03 -6.102123e-02
flag__S2 -4.105357e-03 3.878947e-04 -7.580429e-03 -1.093153e-01
flag__S3 -2.862525e-04 -3.004268e-03 3.301633e-03 7.411508e-02
flag__SF -1.138298e-03 1.289224e-03 9.430923e-04 -9.158075e-03
flag__SH 5.900536e-03 7.643130e-04 -3.995952e-03 -9.136675e-02
PC101 PC102 PC103 PC104 \
duration 1.100106e-04 4.990916e-04 9.592404e-05 -7.970418e-04
src_bytes 7.352196e-04 3.558185e-03 9.652727e-04 2.660331e-03
dst_bytes 2.715370e-04 2.642656e-03 1.325586e-03 -9.006269e-04
land 3.567032e-03 -1.463428e-03 3.155621e-04 -4.149759e-03
wrong_fragment 3.662734e-04 -4.705786e-04 -6.987341e-05 -5.016581e-05
urgent -2.335430e-05 -2.022251e-05 -7.875575e-06 3.658518e-05
hot -4.679347e-03 2.015601e-03 -6.229106e-04 -6.238082e-03
num_failed_logins -1.717333e-05 -5.401269e-05 -8.038129e-06 4.910944e-04
logged_in 4.352362e-03 -3.620960e-03 1.681783e-03 -7.678198e-03
num_compromised -1.325995e-04 -5.393587e-04 8.118746e-05 1.692314e-02
root_shell -9.367174e-03 1.258820e-02 5.296626e-03 4.319932e-01
su_attempted 1.277059e-02 -4.817686e-03 -4.767631e-03 -8.964874e-01
num_root -1.267073e-04 7.868207e-05 -1.692845e-04 7.629136e-03
num_file_creations 2.136825e-04 -4.325722e-04 -6.342785e-05 -9.814034e-04
num_shells 1.191673e-04 -7.850625e-05 -1.674175e-05 -3.103856e-03
num_access_files -1.401040e-04 8.787341e-05 4.164361e-05 4.493558e-03
num_outbound_cmds -1.565588e-16 4.215378e-16 1.611124e-16 -7.546047e-16
is_host_login 2.581381e-05 -1.181193e-04 -2.452573e-05 6.659064e-03
is_guest_login 5.296222e-02 -3.820239e-02 3.540468e-03 7.862556e-02
count 1.414862e-03 8.929575e-04 1.376103e-03 -3.498768e-04
srv_count -1.084804e-03 -4.532358e-04 -8.919145e-04 8.108346e-05
serror_rate -2.878529e-02 2.160254e-02 -3.518526e-03 -1.930424e-03
srv_serror_rate -3.647106e-02 2.943748e-02 2.366134e-03 3.825690e-03
rerror_rate 1.812060e-02 -1.965365e-02 -5.166973e-03 -1.827436e-03
srv_rerror_rate 6.540017e-02 -4.772301e-02 4.944947e-03 2.250137e-03
same_srv_rate -1.543243e-03 5.010171e-03 1.285444e-03 -6.776124e-04
diff_srv_rate -2.602964e-04 7.947114e-04 1.610946e-05 -1.619553e-04
srv_diff_host_rate -7.310674e-04 5.740465e-04 -4.390081e-05 1.265954e-04
dst_host_count -2.086796e-04 -2.904245e-04 -1.998862e-04 3.640946e-04
dst_host_srv_count -6.975099e-04 -3.574869e-04 -4.041182e-05 3.877879e-04
... ... ... ... ...
service__remote_job -6.182942e-02 -2.638746e-02 -5.784604e-02 1.367417e-03
service__rje -3.838072e-02 -1.256709e-02 -3.851276e-02 1.296181e-03
service__shell 5.763762e-02 1.445855e-02 9.746700e-01 -8.594939e-03
service__smtp -8.334815e-03 -9.944076e-03 -1.065534e-02 5.200466e-03
service__sql_net -9.376581e-03 -3.472538e-03 -1.236109e-02 8.480464e-04
service__ssh -9.072129e-03 -2.589617e-03 -1.137111e-02 9.227371e-04
service__sunrpc -6.235568e-03 -1.620831e-03 -9.595094e-03 -1.094922e-04
service__supdup -8.773467e-03 -1.853521e-03 -1.035461e-02 4.680044e-04
service__systat -9.225529e-03 -1.987017e-03 -1.080108e-02 6.132773e-04
service__telnet -4.215896e-03 -7.297166e-03 -9.389365e-03 -6.536630e-03
service__tftp_u 5.067801e-04 -3.221124e-04 4.177426e-04 -1.480717e-04
service__tim_i 2.755029e-04 6.232170e-04 3.976898e-04 1.461017e-04
service__time -7.696330e-03 2.487554e-05 -8.658028e-03 4.261185e-04
service__urh_i 8.883205e-05 4.828519e-04 4.275587e-04 -1.340576e-04
service__urp_i -2.841877e-03 -2.432862e-04 -2.033815e-03 -1.097480e-03
service__uucp -4.363337e-03 -9.269677e-04 -7.687360e-03 -4.831397e-04
service__uucp_path -8.494175e-03 -2.210174e-03 -1.034790e-02 6.663162e-04
service__vmnet -8.920683e-03 -1.959953e-03 -1.047801e-02 6.019238e-04
service__whois -8.647249e-03 -1.963580e-03 -1.026441e-02 5.765683e-04
flag__OTH -1.248796e-01 1.139388e-01 4.838377e-03 -3.253440e-02
flag__REJ -2.162200e-01 1.738890e-01 -8.467507e-04 1.413240e-03
flag__RSTO -2.292876e-01 1.715734e-01 -6.896333e-03 5.393152e-03
flag__RSTOS0 8.783485e-03 -1.246998e-02 3.199006e-04 -4.054895e-03
flag__RSTR -2.125603e-01 1.640174e-01 -2.120169e-03 4.340562e-03
flag__S0 2.038155e-01 -1.597378e-01 2.598325e-03 -3.621313e-03
flag__S1 1.944151e-01 -1.687296e-01 -6.957601e-03 2.624024e-02
flag__S2 3.457339e-01 -2.891537e-01 -4.659095e-03 1.496914e-02
flag__S3 -3.189981e-01 2.936835e-01 1.411450e-02 -1.098873e-02
flag__SF 5.239054e-02 -5.488150e-02 -7.302775e-03 5.776317e-03
flag__SH 2.968070e-01 -2.321294e-01 6.911622e-03 -6.933308e-03
PC105 PC106 PC107 PC108 \
duration 1.212114e-04 7.241273e-04 1.517741e-04 1.054071e-04
src_bytes -3.500280e-03 1.851857e-03 -6.054420e-04 -7.668250e-05
dst_bytes -3.578046e-03 -1.106869e-03 -5.985210e-04 2.018094e-04
land -1.206176e-02 8.452035e-03 9.994290e-01 -1.113898e-02
wrong_fragment 3.734516e-04 -1.165235e-04 -2.422958e-05 1.899476e-04
urgent 4.698514e-05 3.666894e-05 1.441768e-05 4.942649e-07
hot -1.833137e-03 -1.917189e-03 4.215586e-04 9.843475e-06
num_failed_logins 4.324453e-05 3.151767e-05 7.278035e-06 2.061619e-06
logged_in -5.413943e-03 7.928627e-03 -3.607367e-03 1.895752e-04
num_compromised -3.415553e-05 6.990315e-04 2.188112e-05 -5.818610e-06
root_shell 9.238153e-03 1.166245e-02 2.431647e-03 -3.158574e-04
su_attempted -6.047353e-03 -2.491902e-02 -3.013969e-03 -6.270086e-05
num_root 3.175938e-04 5.814950e-05 4.942389e-05 3.016717e-05
num_file_creations -1.017090e-04 9.499457e-05 -7.180536e-05 8.496372e-06
num_shells -5.537559e-07 -3.996508e-05 -1.443980e-05 -1.556867e-06
num_access_files -1.021338e-05 1.284340e-04 2.673656e-06 -4.608527e-06
num_outbound_cmds -5.702903e-17 2.966377e-16 -9.926955e-16 4.484260e-16
is_host_login 2.282557e-04 -2.602841e-05 9.368863e-05 6.792536e-07
is_guest_login 3.218396e-02 2.513727e-02 -2.623554e-03 1.207055e-03
count -3.571826e-04 7.669359e-04 -3.973068e-04 -1.692060e-04
srv_count 2.381632e-04 -5.739442e-04 1.746378e-04 6.980333e-04
serror_rate -1.244795e-02 2.272079e-02 -2.949900e-05 -5.306207e-04
srv_serror_rate -2.766249e-02 1.539727e-02 -5.168242e-03 2.964103e-04
rerror_rate 2.562739e-02 2.178226e-02 -1.465145e-03 1.564801e-04
srv_rerror_rate 6.633241e-02 2.652146e-02 2.127728e-04 3.067417e-06
same_srv_rate -3.883607e-03 -1.169764e-03 -1.406030e-03 -1.056500e-03
diff_srv_rate -6.650689e-04 4.122522e-04 -5.998474e-04 -2.548823e-06
srv_diff_host_rate -6.688666e-04 -2.649972e-04 -8.430503e-04 2.739355e-04
dst_host_count -3.639582e-04 -4.144857e-04 -6.406920e-04 3.770385e-04
dst_host_srv_count 6.634273e-04 3.409420e-04 1.514413e-03 1.550608e-04
... ... ... ... ...
service__remote_job 2.151312e-03 4.903010e-04 -2.141316e-04 -4.749582e-03
service__rje -2.430850e-03 -9.925027e-04 2.585948e-04 -4.705765e-03
service__shell -1.015408e-02 -1.485222e-03 -1.560584e-04 -5.141178e-03
service__smtp 5.762780e-03 6.401536e-03 3.228329e-03 -3.302247e-03
service__sql_net -1.385551e-03 -4.168167e-03 -1.790726e-04 -4.122539e-03
service__ssh -2.278518e-04 -1.613466e-04 3.360124e-04 -4.061006e-03
service__sunrpc -1.792262e-03 -3.061048e-03 -1.427757e-04 -4.012809e-03
service__supdup -1.219307e-03 -5.209455e-04 -1.548856e-04 -3.968888e-03
service__systat -1.039168e-03 -5.928798e-04 -1.702284e-04 -3.984601e-03
service__telnet 7.868391e-04 8.452268e-04 8.748268e-04 -3.619674e-03
service__tftp_u 7.381662e-04 3.893507e-04 8.580765e-04 5.233535e-04
service__tim_i -4.369291e-04 -2.495884e-04 3.147690e-03 3.435944e-01
service__time -3.973233e-03 2.568483e-03 -2.383091e-05 -3.793960e-03
service__urh_i -3.033374e-04 -6.029384e-04 6.261655e-03 5.747848e-01
service__urp_i 3.546605e-04 -8.034246e-04 -8.970803e-03 -3.483486e-01
service__uucp -8.853577e-04 4.282413e-04 -3.908154e-04 -3.973673e-03
service__uucp_path -1.270344e-03 -1.862522e-03 -1.449970e-04 -3.938502e-03
service__vmnet -1.131380e-03 -5.148565e-04 -1.694581e-04 -3.937886e-03
service__whois -1.012313e-03 -5.295328e-04 -1.276390e-04 -3.936340e-03
flag__OTH 9.391874e-02 9.226889e-01 -6.091348e-03 1.221945e-03
flag__REJ -3.066353e-01 -1.167059e-01 -4.670327e-04 -4.199551e-04
flag__RSTO -3.078995e-01 -1.178894e-01 -3.523789e-04 -3.602177e-04
flag__RSTOS0 -2.308862e-01 -1.440050e-01 -6.471950e-03 -9.781830e-04
flag__RSTR -3.017684e-01 -1.123468e-01 4.602295e-04 -2.606841e-04
flag__S0 3.729703e-02 -4.147754e-02 -8.843332e-03 -1.342026e-04
flag__S1 7.274564e-02 -4.252814e-02 7.011018e-03 4.230097e-04
flag__S2 9.036351e-02 -6.117528e-02 9.145857e-03 1.105871e-04
flag__S3 7.935453e-01 -2.731614e-01 1.281280e-02 2.069240e-04
flag__SF 3.261483e-03 2.136772e-02 8.128238e-04 -4.253875e-04
flag__SH 5.605782e-02 -3.476714e-02 -8.016682e-03 6.161644e-04
PC109 PC110 PC111 PC112 \
duration -4.717868e-05 5.778905e-06 2.355869e-05 -2.236285e-05
src_bytes 3.107751e-04 -2.116962e-04 -5.434173e-05 2.183499e-04
dst_bytes -6.031311e-06 3.604342e-05 -2.875398e-04 2.168577e-04
land 2.020759e-04 1.075460e-03 -1.344427e-04 -8.416289e-04
wrong_fragment -2.819248e-05 -4.292116e-05 1.349621e-05 5.850393e-05
urgent -8.370724e-07 1.349863e-06 2.319575e-06 -4.034602e-07
hot -1.065741e-04 8.516180e-05 1.195321e-05 -7.700668e-05
num_failed_logins -1.816108e-06 3.625687e-07 1.356848e-05 -3.114959e-06
logged_in -1.560205e-04 2.772974e-04 1.859529e-03 -2.020919e-04
num_compromised 5.395124e-07 -1.467875e-06 3.407786e-05 -1.404262e-05
root_shell 5.434765e-05 6.390686e-05 2.680504e-04 -1.536676e-05
su_attempted -7.288544e-05 4.277820e-05 -8.672460e-05 -8.053782e-05
num_root 1.024206e-06 -1.265797e-05 -3.225792e-05 1.100530e-05
num_file_creations -3.292622e-06 -3.641462e-06 2.368283e-06 -8.659232e-06
num_shells 6.127159e-07 2.260660e-06 -1.808656e-06 1.327073e-06
num_access_files -7.016036e-07 3.797178e-06 6.672234e-07 4.231259e-07
num_outbound_cmds 3.967096e-16 -1.364062e-16 1.688645e-16 -1.775923e-16
is_host_login 4.604246e-06 -3.623284e-05 -1.344794e-05 5.243655e-05
is_guest_login 7.858586e-04 -1.119610e-03 2.562886e-04 3.801058e-04
count 3.820097e-05 8.413220e-05 -4.714631e-06 1.799743e-05
srv_count -9.050696e-05 -5.295883e-05 -1.800957e-05 -2.111637e-05
serror_rate 6.575077e-05 1.713940e-04 -2.117956e-03 3.451228e-04
srv_serror_rate -4.015689e-05 -4.736625e-05 1.640568e-03 -2.076682e-04
rerror_rate -3.877361e-05 -1.454604e-04 -4.053885e-03 6.450784e-05
srv_rerror_rate 7.327634e-06 4.549216e-05 2.344229e-03 -1.313329e-04
same_srv_rate 9.430399e-05 3.933827e-04 1.909915e-05 4.069192e-04
diff_srv_rate -7.910662e-05 7.080799e-05 -3.313022e-04 6.151415e-05
srv_diff_host_rate -3.684520e-05 1.131109e-05 -1.733048e-05 7.584051e-06
dst_host_count -7.784891e-05 -8.171705e-06 4.028073e-05 1.333787e-04
dst_host_srv_count -1.811727e-04 2.091000e-04 5.564994e-05 -8.696226e-06
... ... ... ... ...
service__remote_job 9.183315e-04 1.553479e-05 -1.892752e-02 -1.845100e-02
service__rje 9.178739e-04 2.387339e-06 -1.881900e-02 -1.840108e-02
service__shell 9.665306e-04 1.142259e-04 -1.822595e-02 -1.873158e-02
service__smtp 5.754970e-04 -2.738447e-05 -1.731765e-02 -1.820297e-02
service__sql_net 8.302622e-04 8.308361e-06 -1.812337e-02 -1.799222e-02
service__ssh 8.345455e-04 -1.167617e-05 -1.806592e-02 -1.795766e-02
service__sunrpc 8.231380e-04 -2.139260e-06 -1.785437e-02 -1.794066e-02
service__supdup 8.092586e-04 8.790603e-06 -1.789466e-02 -1.785302e-02
service__systat 8.059709e-04 1.045441e-05 -1.793634e-02 -1.784849e-02
service__telnet 8.063585e-04 -1.079408e-04 -1.750560e-02 -1.806834e-02
service__tftp_u -4.657605e-04 1.231161e-04 2.594012e-02 9.876759e-01
service__tim_i -4.811942e-01 7.072442e-01 -2.946703e-03 -2.309672e-03
service__time 8.076678e-04 3.278854e-05 -1.761840e-02 -1.784441e-02
service__urh_i 7.206927e-01 -1.275295e-03 -1.791853e-03 -1.782005e-03
service__urp_i 6.701044e-02 -3.296672e-05 -3.520640e-04 -1.113840e-03
service__uucp 8.349237e-04 2.631273e-05 -1.783119e-02 -1.787857e-02
service__uucp_path 7.933103e-04 4.368805e-06 -1.788878e-02 -1.782491e-02
service__vmnet 7.909288e-04 5.513039e-06 -1.790821e-02 -1.783013e-02
service__whois 8.000486e-04 6.497309e-06 -1.788415e-02 -1.781780e-02
flag__OTH -1.718204e-04 -3.185456e-04 -1.593018e-03 -2.927790e-04
flag__REJ 1.612160e-04 4.092566e-05 3.175261e-03 5.182358e-04
flag__RSTO 7.224066e-05 6.528261e-05 3.059086e-03 7.213839e-04
flag__RSTOS0 3.640563e-04 3.263175e-04 1.159467e-03 2.738709e-04
flag__RSTR 1.512565e-04 1.371264e-04 2.500048e-03 -2.632668e-04
flag__S0 2.267522e-04 -1.012884e-05 -3.303238e-04 4.718774e-04
flag__S1 -2.685911e-04 -2.334136e-04 -1.435946e-03 -3.610756e-04
flag__S2 -1.255982e-04 -2.132956e-04 -1.050697e-03 -2.151707e-04
flag__S3 -3.357471e-04 -9.636756e-05 -1.774000e-03 -3.212810e-04
flag__SF -1.286605e-04 9.384249e-06 -2.776808e-03 -3.384370e-05
flag__SH 5.489563e-05 2.927148e-04 -9.330702e-04 -4.979512e-04
PC113 PC114 PC115 PC116 \
duration -1.401843e-05 3.647463e-07 -1.161639e-05 -8.875115e-06
src_bytes -6.743546e-05 -1.290689e-06 1.833715e-05 -8.682622e-06
dst_bytes 2.033852e-05 -1.185327e-06 9.419003e-06 1.210389e-05
land 5.379300e-05 1.163934e-05 -2.387221e-05 -8.589159e-07
wrong_fragment 2.395017e-06 8.606214e-07 1.100946e-05 4.681825e-06
urgent 1.536720e-06 -3.843180e-08 -2.339816e-07 2.266993e-07
hot 1.375712e-05 3.122096e-07 -5.305467e-06 6.242581e-07
num_failed_logins -6.577703e-07 4.606897e-08 7.159628e-07 1.095345e-08
logged_in -6.523394e-05 -1.798360e-06 1.842334e-05 -9.304266e-06
num_compromised -7.579578e-06 2.997003e-07 1.140725e-05 4.294313e-06
root_shell 2.061051e-05 3.810901e-08 -2.929207e-05 -1.084065e-05
su_attempted 8.101455e-05 -2.854694e-06 -1.298189e-04 -6.886334e-05
num_root 4.904088e-06 -9.167506e-08 -2.575580e-06 9.457472e-07
num_file_creations 1.926462e-06 9.397725e-08 2.296414e-06 1.250629e-06
num_shells 2.312405e-07 -5.159648e-08 -4.885718e-07 -2.234099e-07
num_access_files 1.142531e-06 -4.575890e-08 -3.579713e-07 -1.624519e-07
num_outbound_cmds -2.556549e-16 3.761978e-16 -1.009934e-16 -2.057111e-15
is_host_login -3.134468e-04 -9.423608e-07 -8.888916e-06 -4.887145e-03
is_guest_login -2.283340e-04 -1.377373e-06 1.216626e-04 -1.058020e-05
count -3.497399e-04 -1.805741e-07 1.914852e-05 -8.687837e-05
srv_count 1.980322e-04 3.830305e-07 -1.213669e-05 4.833944e-05
serror_rate 9.070986e-04 -3.942344e-05 -7.476806e-04 -2.122314e-05
srv_serror_rate -6.118309e-04 2.691910e-05 4.698187e-04 3.725593e-06
rerror_rate -6.653514e-04 -2.947361e-05 7.067684e-04 9.257858e-05
srv_rerror_rate 3.390246e-04 1.656679e-05 -3.324751e-04 -3.894074e-05
same_srv_rate -2.151259e-04 -3.947707e-06 -1.434597e-06 -5.173055e-05
diff_srv_rate -1.318049e-04 -1.703363e-06 1.280728e-05 -2.939301e-05
srv_diff_host_rate -8.638835e-06 -1.006861e-08 4.014132e-06 -7.980845e-07
dst_host_count -1.232625e-05 1.279875e-07 1.224763e-06 -1.563822e-06
dst_host_srv_count -8.683453e-06 -1.038493e-07 -5.162534e-06 -4.336615e-06
... ... ... ... ...
service__remote_job -2.727225e-02 -1.080831e-07 1.141740e-03 -1.486343e-02
service__rje -2.725367e-02 3.540515e-07 1.152157e-03 -1.485386e-02
service__shell -2.758305e-02 8.021332e-06 1.062206e-03 -1.498027e-02
service__smtp -2.678497e-02 5.771330e-06 1.156068e-03 -1.472488e-02
service__sql_net -2.696288e-02 1.135406e-06 1.154329e-03 -1.477141e-02
service__ssh -2.686622e-02 1.565559e-06 1.137513e-03 -1.475114e-02
service__sunrpc -2.681795e-02 2.861689e-06 1.112832e-03 -1.474780e-02
service__supdup -2.677572e-02 1.208791e-06 1.123838e-03 -1.473083e-02
service__systat -2.676948e-02 1.040350e-06 1.137773e-03 -1.472347e-02
service__telnet -2.690071e-02 4.414139e-06 1.150983e-03 -1.475595e-02
service__tftp_u -8.845496e-02 -2.131101e-05 3.572393e-03 -2.228019e-02
service__tim_i -3.188899e-03 -2.035324e-08 1.401741e-04 -1.593517e-03
service__time -2.677930e-02 1.926758e-06 1.120775e-03 -1.473277e-02
service__urh_i -2.862181e-03 -4.836360e-07 1.273100e-04 -1.520773e-03
service__urp_i -2.324526e-03 -9.900331e-07 8.163999e-05 -1.388196e-03
service__uucp -2.702810e-02 2.370435e-06 1.140313e-03 -1.479322e-02
service__uucp_path -2.672968e-02 1.168090e-06 1.135964e-03 -1.471333e-02
service__vmnet -2.673515e-02 1.130889e-06 1.135482e-03 -1.471507e-02
service__whois -2.673866e-02 1.063508e-06 1.135580e-03 -1.471564e-02
flag__OTH 1.307074e-04 -2.334224e-05 5.525947e-06 3.326247e-05
flag__REJ 8.136165e-04 1.491300e-05 -1.062500e-03 -1.806532e-04
flag__RSTO 9.489640e-04 1.086450e-05 -1.012917e-03 -1.216772e-04
flag__RSTOS0 -1.078500e-04 -6.814909e-07 9.927201e-05 1.493594e-05
flag__RSTR 9.472313e-04 9.775878e-06 -9.454511e-04 -1.015568e-04
flag__S0 -8.653594e-04 6.939346e-08 7.128375e-04 4.907757e-05
flag__S1 -4.929170e-04 1.877710e-06 4.860190e-04 3.907966e-05
flag__S2 -7.757622e-04 1.269261e-05 7.142014e-04 5.176028e-05
flag__S3 -3.535919e-04 -1.762351e-06 3.739991e-04 3.719640e-05
flag__SF 3.029559e-05 -2.348527e-05 -2.607448e-06 1.190117e-05
flag__SH -2.753344e-04 -9.217310e-07 6.316212e-04 1.666738e-04
PC117 PC118 PC119 PC120 \
duration 2.265176e-05 -2.849071e-16 -0.000000e+00 -0.000000e+00
src_bytes -1.048581e-05 8.617719e-16 -4.605430e-17 -5.641516e-17
dst_bytes -1.187717e-05 6.221751e-16 2.067293e-16 1.823288e-16
land -6.438078e-05 -2.828829e-16 3.702619e-15 -2.673859e-15
wrong_fragment -3.385503e-06 9.757111e-17 -5.655228e-18 4.225128e-17
urgent 2.129259e-05 -3.907484e-17 -4.431395e-17 -5.960785e-17
hot 3.232589e-05 9.216804e-17 5.042527e-17 -3.397255e-17
num_failed_logins 8.762459e-06 4.874303e-17 -4.426912e-18 -1.073245e-17
logged_in 5.565584e-05 -3.739880e-15 5.527603e-17 2.195172e-16
num_compromised -3.535398e-04 -2.944502e-17 -4.690867e-17 1.739856e-17
root_shell 7.919880e-04 6.915364e-17 -6.288004e-17 -7.950056e-16
su_attempted 7.753214e-03 4.791744e-16 -1.403062e-16 -1.058187e-15
num_root -1.601412e-04 6.115240e-17 1.055434e-16 8.773406e-17
num_file_creations 2.800897e-05 -5.604189e-17 -3.274790e-17 -1.146857e-16
num_shells 1.877728e-05 -3.495331e-17 -1.148717e-16 -7.020483e-17
num_access_files 7.768290e-05 -1.299304e-17 -2.415252e-17 8.948530e-17
num_outbound_cmds -1.318986e-15 1.347446e-01 5.058863e-01 7.005458e-01
is_host_login 9.999572e-01 2.695607e-15 -3.959181e-15 7.235369e-15
is_guest_login -3.389553e-04 3.134015e-16 -1.013079e-15 6.383782e-16
count 2.719262e-05 -1.554711e-17 -4.163336e-17 2.775558e-17
srv_count -1.584106e-05 7.009868e-17 -5.551115e-17 -1.110223e-16
serror_rate 2.463625e-04 -3.306781e-16 -6.938894e-17 8.326673e-17
srv_serror_rate -3.816938e-05 -1.648581e-17 -2.081668e-16 -1.665335e-16
rerror_rate -2.114964e-05 -1.713910e-16 -1.318390e-16 -6.938894e-18
srv_rerror_rate 3.186230e-05 1.954746e-16 6.245005e-17 1.040834e-16
same_srv_rate 3.025314e-05 -1.479963e-16 -1.249001e-16 -6.938894e-17
diff_srv_rate 3.061668e-05 3.140798e-18 2.775558e-17 1.110223e-16
srv_diff_host_rate -4.068345e-06 4.934229e-17 4.163336e-17 -1.387779e-17
dst_host_count -1.250855e-05 -4.243347e-17 -2.775558e-17 -1.110223e-16
dst_host_srv_count 6.452562e-06 5.077317e-18 -1.387779e-16 -1.110223e-16
... ... ... ... ...
service__remote_job -7.149582e-05 -4.313975e-02 7.627418e-02 -7.102353e-03
service__rje -6.230744e-05 -4.313975e-02 7.627418e-02 -7.102353e-03
service__shell -2.508924e-05 -4.313975e-02 7.627418e-02 -7.102353e-03
service__smtp -5.395468e-05 -4.313975e-02 7.627418e-02 -7.102353e-03
service__sql_net -7.297666e-05 -4.313975e-02 7.627418e-02 -7.102353e-03
service__ssh -7.429969e-05 -4.313975e-02 7.627418e-02 -7.102353e-03
service__sunrpc -8.031082e-05 -4.313975e-02 7.627418e-02 -7.102353e-03
service__supdup -7.942399e-05 -4.313975e-02 7.627418e-02 -7.102353e-03
service__systat -7.953963e-05 -4.313975e-02 7.627418e-02 -7.102353e-03
service__telnet -2.496099e-04 -4.313975e-02 7.627418e-02 -7.102353e-03
service__tftp_u -1.872407e-04 -4.313975e-02 7.627418e-02 -7.102353e-03
service__tim_i 1.804821e-05 -8.738430e-02 9.028142e-02 8.813943e-02
service__time -8.339240e-05 -4.313975e-02 7.627418e-02 -7.102353e-03
service__urh_i -1.115154e-05 -8.738430e-02 9.028142e-02 8.813943e-02
service__urp_i -4.355905e-05 -8.738430e-02 9.028142e-02 8.813943e-02
service__uucp -6.675103e-05 -4.313975e-02 7.627418e-02 -7.102353e-03
service__uucp_path -7.981452e-05 -4.313975e-02 7.627418e-02 -7.102353e-03
service__vmnet -7.966775e-05 -4.313975e-02 7.627418e-02 -7.102353e-03
service__whois -7.845737e-05 -4.313975e-02 7.627418e-02 -7.102353e-03
flag__OTH 1.881120e-04 7.150478e-02 1.701683e-01 -2.004618e-01
flag__REJ 5.903455e-05 7.150478e-02 1.701683e-01 -2.004618e-01
flag__RSTO 7.684989e-05 7.150478e-02 1.701683e-01 -2.004618e-01
flag__RSTOS0 -1.000422e-04 7.150478e-02 1.701683e-01 -2.004618e-01
flag__RSTR 1.343525e-04 7.150478e-02 1.701683e-01 -2.004618e-01
flag__S0 6.495946e-05 7.150478e-02 1.701683e-01 -2.004618e-01
flag__S1 -2.839931e-04 7.150478e-02 1.701683e-01 -2.004618e-01
flag__S2 -3.140672e-04 7.150478e-02 1.701683e-01 -2.004618e-01
flag__S3 -1.243964e-04 7.150478e-02 1.701683e-01 -2.004618e-01
flag__SF 3.420002e-05 7.150478e-02 1.701683e-01 -2.004618e-01
flag__SH 2.649906e-04 7.150478e-02 1.701683e-01 -2.004618e-01
PC121 PC122
duration 0.000000e+00 0.000000e+00
src_bytes 6.438283e-17 2.636780e-16
dst_bytes -8.942611e-18 3.241743e-16
land -6.786330e-16 -3.498950e-15
wrong_fragment 5.256920e-17 6.788426e-17
urgent -9.602961e-18 -3.149100e-17
hot -2.589546e-17 2.515970e-17
num_failed_logins 1.221599e-17 -1.023940e-17
logged_in 1.455542e-16 -1.658107e-15
num_compromised -2.447986e-17 9.212435e-17
root_shell -3.877989e-16 6.619298e-18
su_attempted 8.000408e-17 2.319942e-16
num_root 7.561743e-17 -8.118304e-17
num_file_creations 1.982310e-17 6.452599e-19
num_shells -6.081075e-17 1.533698e-16
num_access_files -6.327774e-18 -4.697849e-17
num_outbound_cmds 2.654622e-01 -4.058180e-01
is_host_login -1.912627e-15 3.636062e-15
is_guest_login 4.857226e-17 4.857226e-16
count 2.081668e-17 -1.110223e-16
srv_count -4.076600e-17 1.526557e-16
serror_rate -2.081668e-17 -2.081668e-17
srv_serror_rate -5.551115e-17 1.804112e-16
rerror_rate -1.179612e-16 -9.367507e-17
srv_rerror_rate 8.326673e-17 7.285839e-17
same_srv_rate -2.775558e-17 -6.245005e-17
diff_srv_rate 4.163336e-17 5.551115e-17
srv_diff_host_rate 1.040834e-16 -6.938894e-17
dst_host_count -2.428613e-17 6.938894e-18
dst_host_srv_count -6.938894e-17 1.665335e-16
... ... ...
service__remote_job 2.453772e-02 8.454906e-02
service__rje 2.453772e-02 8.454906e-02
service__shell 2.453772e-02 8.454906e-02
service__smtp 2.453772e-02 8.454906e-02
service__sql_net 2.453772e-02 8.454906e-02
service__ssh 2.453772e-02 8.454906e-02
service__sunrpc 2.453772e-02 8.454906e-02
service__supdup 2.453772e-02 8.454906e-02
service__systat 2.453772e-02 8.454906e-02
service__telnet 2.453772e-02 8.454906e-02
service__tftp_u 2.453772e-02 8.454906e-02
service__tim_i -3.557961e-01 2.939491e-03
service__time 2.453772e-02 8.454906e-02
service__urh_i -3.557961e-01 2.939491e-03
service__urp_i -3.557961e-01 2.939491e-03
service__uucp 2.453772e-02 8.454906e-02
service__uucp_path 2.453772e-02 8.454906e-02
service__vmnet 2.453772e-02 8.454906e-02
service__whois 2.453772e-02 8.454906e-02
flag__OTH -2.508755e-02 -1.265882e-01
flag__REJ -2.508755e-02 -1.265882e-01
flag__RSTO -2.508755e-02 -1.265882e-01
flag__RSTOS0 -2.508755e-02 -1.265882e-01
flag__RSTR -2.508755e-02 -1.265882e-01
flag__S0 -2.508755e-02 -1.265882e-01
flag__S1 -2.508755e-02 -1.265882e-01
flag__S2 -2.508755e-02 -1.265882e-01
flag__S3 -2.508755e-02 -1.265882e-01
flag__SF -2.508755e-02 -1.265882e-01
flag__SH -2.508755e-02 -1.265882e-01
[122 rows x 122 columns]
Eigenvalues : [8.27615546 5.05288612 2.42671992 2.05509602 1.76432058 1.60271622]
%Explained_Var: [25.0932622 15.32032558 7.35780272 6.23104093 5.34941123 4.8594276 ]
%Cumulative : [25.0932622 40.41358779 47.77139051 54.00243143 59.35184266 64.21127026]
# scree plot
num_vars= len(features)
fig = plt.figure(figsize=(20,5))
sing_vals = np.arange(num_vars) + 1
plt.plot(sing_vals, eigval, 'ro-', linewidth=1)
plt.title('Scree Plot')
plt.xlabel('Principal Component')
plt.ylabel('Eigenvalue')
plt.grid(); plt.show()
The original data has 122 columns. In this section, the code projects the original data which is 122 dimensional into 2 dimensions. I should note that after dimensionality reduction, there usually isn’t a particular meaning assigned to each principal component. The new components are just the two main dimensions of variation.</p>
#PCA Projection to 9D
pca_2D = PCA(n_components=2)
principalComponents = pca_2D.fit_transform(X_train_norm)
principalDf = pd.DataFrame(data = principalComponents
, columns = ['principal component 1', 'principal component 2'])
finalDf = pd.concat([principalDf, y_train], axis = 1)
finalDf.head()
| principal component 1 | principal component 2 | attack | |
|---|---|---|---|
| 0 | -0.917040 | -0.063066 | 0 |
| 1 | 0.401358 | 1.037539 | 0 |
| 2 | 3.955818 | -1.730623 | 1 |
| 3 | -2.810048 | -0.950126 | 0 |
| 4 | -2.400080 | -0.748552 | 0 |
The explained variance tells you how much information (variance) can be attributed to each of the principal components. This is important as while you can convert 122 dimensional space to 2 dimensional space, you lose some of the variance (information) when you do this. By using the attribute explained_variance_ratio_, you can see that the first principal component contains 25.09% of the variance and the second principal component contains 15.32% of the variance. Together, the two components contain 40.41% of the information.
pca_2D.explained_variance_ratio_
array([0.25093262, 0.15320326])
The original data has 122 columns. In this section, the code projects the original data which is 122 dimensional into 7 dimensions based on the scree plot. I should note that after dimensionality reduction, there usually isn’t a particular meaning assigned to each principal component. The new components are just the two main dimensions of variation.</p>
#PCA Projection to 7D
pca_7D = PCA(n_components=7)
pca_7D.fit_transform(X_train_norm)
array([[-0.9170399 , -0.06306549, 0.10214446, ..., 0.2158322 ,
-0.62562008, -0.17870034],
[ 0.40135827, 1.03753873, 0.42335909, ..., 1.95376345,
-2.10344274, -0.93093108],
[ 3.95581769, -1.73062304, 0.01653199, ..., -0.47924133,
0.01540081, 0.02215463],
...,
[-0.8804901 , -0.72110432, 0.1990841 , ..., -0.14479514,
-1.15880611, -0.22383294],
[ 4.00991211, -1.74071553, 0.02762163, ..., -0.39572601,
0.04794446, 0.07956033],
[-0.97945248, -0.17267524, 0.05324812, ..., 0.42008631,
-0.63214051, -0.20107776]])
pca_7D.explained_variance_ratio_
array([0.25093262, 0.15320326, 0.07357803, 0.06231041, 0.05349411,
0.04859428, 0.03481711])
Together, 7 dimensions contain 68.33% of the information which is not high enough. Try 15 components
#PCA Projection to 16D
pca_16D = PCA(n_components=16)
pca_16D.fit_transform(X_train_norm)
pca_16D.explained_variance_ratio_
array([0.25093262, 0.15320326, 0.07357803, 0.06231041, 0.05349411,
0.04859428, 0.03481711, 0.03350929, 0.03155065, 0.03131166,
0.02822975, 0.0265458 , 0.02582718, 0.02070056, 0.01689784,
0.01467347])
Together, 16 dimensions contain >90% of the information which is not high enough.
scikit-learn choose the minimum number of principal components such that 95% of the variance is retained
pca = PCA(.95)
pca.fit(X_train_norm)
X_train_pca = pca.transform(X_train_norm)
X_test_pca = pca.transform(X_test_norm)
dt_pca = DecisionTreeClassifier(criterion='entropy',random_state=0)
dt_pca.fit(X_train_pca, y_train)
print("Accuracy on training set: {:.3f}".format(dt_pca.score(X_train_pca, y_train)))
print("Accuracy on test set: {:.3f}".format(dt_pca.score(X_test_pca, y_test)))
Accuracy on training set: 1.000 Accuracy on test set: 0.763
#predict the data
y_pred_pca = dt_pca.predict(X_test_pca)
#print report
print(confusion_matrix(y_test, y_pred_pca))
print(classification_report(y_test, y_pred_pca))
[[9419 292]
[5061 7772]]
precision recall f1-score support
0 0.65 0.97 0.78 9711
1 0.96 0.61 0.74 12833
accuracy 0.76 22544
macro avg 0.81 0.79 0.76 22544
weighted avg 0.83 0.76 0.76 22544
Variance Thresholding, F-test, RFE and PCA have been applied. RFE improved the accuracy significantly.
params = {'criterion':['gini','entropy'],
'splitter':['best','random'],
'max_features': ['auto', 'log2'],
'max_depth':[3,5,10,30],
'min_samples_leaf':[2,7,10,20],
'min_samples_split':[2,3,5],
'random_state':[0]}
grid = GridSearchCV(DecisionTreeClassifier(), params, cv=5, scoring='accuracy')
# fit the grid with data
grid.fit(X_train_norm, y_train)
GridSearchCV(cv=5, error_score='raise-deprecating',
estimator=DecisionTreeClassifier(class_weight=None,
criterion='gini', max_depth=None,
max_features=None,
max_leaf_nodes=None,
min_impurity_decrease=0.0,
min_impurity_split=None,
min_samples_leaf=1,
min_samples_split=2,
min_weight_fraction_leaf=0.0,
presort=False, random_state=None,
splitter='best'),
iid='warn', n_jobs=None,
param_grid={'criterion': ['gini', 'entropy'],
'max_depth': [3, 5, 10, 30],
'max_features': ['auto', 'log2'],
'min_samples_leaf': [2, 7, 10, 20],
'min_samples_split': [2, 3, 5], 'random_state': [0],
'splitter': ['best', 'random']},
pre_dispatch='2*n_jobs', refit=True, return_train_score=False,
scoring='accuracy', verbose=0)
# examine the best model
# Single best score achieved across all params
print(grid.best_score_)
# Dictionary containing the parameters used to generate that score
print(grid.best_params_)
# Actual model object fit with those best parameters
# Shows default parameters that we did not specify
print(grid.best_estimator_)
0.9958483167027855
{'criterion': 'gini', 'max_depth': 30, 'max_features': 'auto', 'min_samples_leaf': 2, 'min_samples_split': 2, 'random_state': 0, 'splitter': 'best'}
DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=30,
max_features='auto', max_leaf_nodes=None,
min_impurity_decrease=0.0, min_impurity_split=None,
min_samples_leaf=2, min_samples_split=2,
min_weight_fraction_leaf=0.0, presort=False,
random_state=0, splitter='best')
dt_grid = DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=30,
max_features='auto', max_leaf_nodes=None,
min_impurity_decrease=0.0, min_impurity_split=None,
min_samples_leaf=2, min_samples_split=2,
min_weight_fraction_leaf=0.0, presort=False,
random_state=0, splitter='best')
dt_grid.fit(X_train_norm, y_train)
print("Accuracy on training set: {:.3f}".format(dt_grid.score(X_train_norm, y_train)))
print("Accuracy on test set: {:.3f}".format(dt_grid.score(X_test_norm, y_test)))
Accuracy on training set: 0.997 Accuracy on test set: 0.792
#predict the data
y_pred_grid= dt_grid.predict(X_test_norm)
#print report
print(confusion_matrix(y_test, y_pred_grid))
print(classification_report(y_test, y_pred_grid))
[[9423 288]
[4404 8429]]
precision recall f1-score support
0 0.68 0.97 0.80 9711
1 0.97 0.66 0.78 12833
accuracy 0.79 22544
macro avg 0.82 0.81 0.79 22544
weighted avg 0.84 0.79 0.79 22544
dt_rfe_grid = RFE(estimator=DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=30,
max_features='auto', max_leaf_nodes=None,
min_impurity_decrease=0.0, min_impurity_split=None,
min_samples_leaf=2, min_samples_split=2,
min_weight_fraction_leaf=0.0, presort=False,
random_state=0, splitter='best'), n_features_to_select=15, step=1)
dt_rfe_grid.fit(X_train_norm, y_train.values.ravel())
RFE(estimator=DecisionTreeClassifier(class_weight=None, criterion='gini',
max_depth=30, max_features='auto',
max_leaf_nodes=None,
min_impurity_decrease=0.0,
min_impurity_split=None,
min_samples_leaf=2, min_samples_split=2,
min_weight_fraction_leaf=0.0,
presort=False, random_state=0,
splitter='best'),
n_features_to_select=15, step=1, verbose=0)
print("Accuracy on rfe normalized training set: {:.3f}".format(dt_rfe_grid.score(X_train_norm, y_train)))
print("Accuracy on rfe normalized test set: {:.3f}".format(dt_rfe_grid.score(X_test_norm, y_test)))
Accuracy on rfe normalized training set: 0.998 Accuracy on rfe normalized test set: 0.731
#predict the data
y_pred_rfe_grid = dt_rfe_grid.predict(X_test_norm)
#print report
print(confusion_matrix(y_test, y_pred_rfe_grid))
print(classification_report(y_test, y_pred_rfe_grid))
[[9442 269]
[5792 7041]]
precision recall f1-score support
0 0.62 0.97 0.76 9711
1 0.96 0.55 0.70 12833
accuracy 0.73 22544
macro avg 0.79 0.76 0.73 22544
weighted avg 0.82 0.73 0.72 22544
#DT visualizatin method 1
from sklearn.tree import export_graphviz
dotfile = open("dt2.dot", 'w')
export_graphviz(dt_grid, out_file=dotfile,feature_names = X_train_norm.columns,class_names=['0','1'])
dotfile.close()
# Copying the contents of the created file ('dt2.dot' ) to a graphviz rendering agent at http://webgraphviz.com/
# check out https://www.kdnuggets.com/2017/05/simplifying-decision-tree-interpretation-decision-rules-python.html
#DT visualizatin method 2
# need to install Graphviz first https://graphviz.gitlab.io/_pages/Download/Download_windows.html
from sklearn.tree import export_graphviz
import os
os.environ["PATH"] += os.pathsep + 'C:/Program Files (x86)/Graphviz2.38/bin/'
export_graphviz(dt_grid, out_file='tree.dot', feature_names=X_train_norm.columns,class_names=['0','1'])
# Convert to png using system command (requires Graphviz)
from subprocess import call
call(['dot', '-Tpng', 'tree.dot', '-o', 'tree.png', '-Gdpi=600'])
# Display in jupyter notebook
from IPython.display import Image
Image(filename = 'tree.png')
#DT visualizatin method 3
#!conda install -y pydotplus
from sklearn.tree import export_graphviz
from sklearn.externals.six import StringIO
from IPython.display import Image
import pydotplus
import os
os.environ["PATH"] += os.pathsep + 'C:/Program Files (x86)/Graphviz2.38/bin/'
dot_data = StringIO()
export_graphviz(dt_grid, out_file=dot_data,
filled=True, rounded=True,
special_characters=True,feature_names = X_train_norm.columns,class_names=['0','1'])
graph = pydotplus.graph_from_dot_data(dot_data.getvalue())
graph.write_png('cyber.png')
Image(graph.create_png())